{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "mount_file_id": "https://github.com/SJinLee/PPG/blob/main/01.data_exploratrion.ipynb",
      "authorship_tag": "ABX9TyNC96ULeBSfDUnFPWxqpPlb",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/SJinLee/PPG/blob/main/02.find_peak.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "* https://www.kaggle.com/datasets/canaria/5-gamers\n",
        "* https://www.kaggle.com/code/rfinean/fatigue-data-exploration"
      ],
      "metadata": {
        "id": "cO_pvORLzM_B"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip -d input drive/MyDrive/ppg/archive.zip"
      ],
      "metadata": {
        "id": "SSvN-ynRcurN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bc2990bc-aac7-4c88-a892-bb35aa6f7b87"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  drive/MyDrive/ppg/archive.zip\n",
            "replace input/gamer1-annotations.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: y\n",
            "  inflating: input/gamer1-annotations.csv  \n",
            "replace input/gamer1-ppg-2000-01-01.csv? [y]es, [n]o, [A]ll, [N]one, [r]ename: A\n",
            "  inflating: input/gamer1-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer1-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer2-annotations.csv  \n",
            "  inflating: input/gamer2-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer2-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer3-annotations.csv  \n",
            "  inflating: input/gamer3-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer3-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer4-annotations.csv  \n",
            "  inflating: input/gamer4-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer4-ppg-2000-01-02.csv  \n",
            "  inflating: input/gamer5-annotations.csv  \n",
            "  inflating: input/gamer5-ppg-2000-01-01.csv  \n",
            "  inflating: input/gamer5-ppg-2000-01-02.csv  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from mpl_toolkits.mplot3d import Axes3D\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "import matplotlib.pyplot as plt # plotting\n",
        "import numpy as np # linear algebra\n",
        "import os # accessing directory structure\n",
        "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)"
      ],
      "metadata": {
        "id": "D-8kQoeXd6rH"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "os.listdir('./input/')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wsu6mbbVebXq",
        "outputId": "08377865-aef6-4bbc-c062-1e7d1b4ec995"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['gamer1-annotations.csv',\n",
              " 'gamer5-ppg-2000-01-02.csv',\n",
              " 'gamer4-ppg-2000-01-02.csv',\n",
              " 'gamer3-ppg-2000-01-01.csv',\n",
              " 'gamer4-annotations.csv',\n",
              " 'gamer5-ppg-2000-01-01.csv',\n",
              " 'gamer5-annotations.csv',\n",
              " 'gamer2-ppg-2000-01-01.csv',\n",
              " 'gamer3-ppg-2000-01-02.csv',\n",
              " 'gamer1-ppg-2000-01-02.csv',\n",
              " 'gamer1-ppg-2000-01-01.csv',\n",
              " 'gamer2-ppg-2000-01-02.csv',\n",
              " 'gamer4-ppg-2000-01-01.csv',\n",
              " 'gamer3-annotations.csv',\n",
              " 'gamer2-annotations.csv']"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Distribution graphs (histogram/bar graph) of column data\n",
        "def plotPerColumnDistribution(df, nGraphShown, nGraphPerRow):\n",
        "    nunique = df.nunique()\n",
        "    df = df[[col for col in df if nunique[col] > 1 and nunique[col] < 50]] # For displaying purposes, pick columns that have between 1 and 50 unique values\n",
        "    nRow, nCol = df.shape\n",
        "    columnNames = list(df)\n",
        "    nGraphRow = (nCol + nGraphPerRow - 1) / nGraphPerRow\n",
        "    plt.figure(num = None, figsize = (6 * nGraphPerRow, 8 * nGraphRow), dpi = 80, facecolor = 'w', edgecolor = 'k')\n",
        "    for i in range(min(nCol, nGraphShown)):\n",
        "        plt.subplot(nGraphRow, nGraphPerRow, i + 1)\n",
        "        columnDf = df.iloc[:, i]\n",
        "        if (not np.issubdtype(type(columnDf.iloc[0]), np.number)):\n",
        "            valueCounts = columnDf.value_counts()\n",
        "            valueCounts.plot.bar()\n",
        "        else:\n",
        "            columnDf.hist()\n",
        "        plt.ylabel('counts')\n",
        "        plt.xticks(rotation = 90)\n",
        "        plt.title(f'{columnNames[i]} (column {i})')\n",
        "    plt.tight_layout(pad = 1.0, w_pad = 1.0, h_pad = 1.0)\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "irPD8N9geljY"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Correlation matrix\n",
        "def plotCorrelationMatrix(df, graphWidth):\n",
        "    filename = df.dataframeName\n",
        "    df = df.dropna('columns') # drop columns with NaN\n",
        "    df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values\n",
        "    if df.shape[1] < 2:\n",
        "        print(f'No correlation plots shown: The number of non-NaN or constant columns ({df.shape[1]}) is less than 2')\n",
        "        return\n",
        "    corr = df.corr()\n",
        "    plt.figure(num=None, figsize=(graphWidth, graphWidth), dpi=80, facecolor='w', edgecolor='k')\n",
        "    corrMat = plt.matshow(corr, fignum = 1)\n",
        "    plt.xticks(range(len(corr.columns)), corr.columns, rotation=90)\n",
        "    plt.yticks(range(len(corr.columns)), corr.columns)\n",
        "    plt.gca().xaxis.tick_bottom()\n",
        "    plt.colorbar(corrMat)\n",
        "    plt.title(f'Correlation Matrix for {filename}', fontsize=15)\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "DKaBMTCGe09q"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Scatter and density plots\n",
        "def plotScatterMatrix(df, plotSize, textSize):\n",
        "    df = df.select_dtypes(include =[np.number]) # keep only numerical columns\n",
        "    # Remove rows and columns that would lead to df being singular\n",
        "    df = df.dropna('columns')\n",
        "    df = df[[col for col in df if df[col].nunique() > 1]] # keep columns where there are more than 1 unique values\n",
        "    columnNames = list(df)\n",
        "    if len(columnNames) > 10: # reduce the number of columns for matrix inversion of kernel density plots\n",
        "        columnNames = columnNames[:10]\n",
        "    df = df[columnNames]\n",
        "    ax = pd.plotting.scatter_matrix(df, alpha=0.75, figsize=[plotSize, plotSize], diagonal='kde')\n",
        "    corrs = df.corr().values\n",
        "    for i, j in zip(*plt.np.triu_indices_from(ax, k = 1)):\n",
        "        ax[i, j].annotate('Corr. coef = %.3f' % corrs[i, j], (0.8, 0.2), xycoords='axes fraction', ha='center', va='center', size=textSize)\n",
        "    plt.suptitle('Scatter and Density Plot')\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "8y9jLERke6Or"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "gamerID = 'gamer5'"
      ],
      "metadata": {
        "id": "JHpvNUIye_JX"
      },
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "dateCols = ['Datetime']\n",
        "anots = pd.read_csv('./input/' + gamerID + '-annotations.csv', parse_dates=dateCols)\n",
        "anots.dataframeName = gamerID + '-annotations'\n",
        "anots.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "m55DXl8ZfFdP",
        "outputId": "ee57b457-fda8-41df-8eb4-923f30910080"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(86, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "anots.head(30)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 990
        },
        "id": "LxbZ0j2zfium",
        "outputId": "249fe719-c278-4b12-9a6d-4c5f346d0ace"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Datetime                                      Event Value\n",
              "0  2000-01-01 11:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "1  2000-01-01 12:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "2  2000-01-01 13:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "3  2000-01-01 14:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "4  2000-01-01 15:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "5  2000-01-01 16:00:00  Stanford Sleepiness Self-Assessment (1-7)     2\n",
              "6  2000-01-01 17:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "7  2000-01-01 18:00:00  Stanford Sleepiness Self-Assessment (1-7)     2\n",
              "8  2000-01-01 19:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "9  2000-01-01 20:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "10 2000-01-01 21:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "11 2000-01-01 22:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "12 2000-01-01 23:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "13 2000-01-02 00:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "14 2000-01-02 01:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "15 2000-01-02 02:00:00  Stanford Sleepiness Self-Assessment (1-7)     1\n",
              "16 2000-01-02 03:00:00  Stanford Sleepiness Self-Assessment (1-7)     2\n",
              "17 2000-01-02 04:00:00  Stanford Sleepiness Self-Assessment (1-7)     2\n",
              "18 2000-01-02 05:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "19 2000-01-02 06:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "20 2000-01-02 07:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "21 2000-01-02 08:00:00  Stanford Sleepiness Self-Assessment (1-7)     3\n",
              "22 2000-01-02 09:00:00  Stanford Sleepiness Self-Assessment (1-7)     4\n",
              "23 2000-01-02 10:00:00  Stanford Sleepiness Self-Assessment (1-7)     5\n",
              "24 2000-01-02 11:00:00  Stanford Sleepiness Self-Assessment (1-7)     5\n",
              "25 2000-01-02 09:02:00            Sleep-2-Peak Reaction Time (ms)   262\n",
              "26 2000-01-02 08:02:00            Sleep-2-Peak Reaction Time (ms)   251\n",
              "27 2000-01-02 07:02:00            Sleep-2-Peak Reaction Time (ms)   244\n",
              "28 2000-01-02 06:02:00            Sleep-2-Peak Reaction Time (ms)   306\n",
              "29 2000-01-02 05:01:00            Sleep-2-Peak Reaction Time (ms)   264"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-61833445-827b-466c-a1d2-27233c0d52b7\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Datetime</th>\n",
              "      <th>Event</th>\n",
              "      <th>Value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>2000-01-01 11:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2000-01-01 12:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2000-01-01 13:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2000-01-01 14:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2000-01-01 15:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>2000-01-01 16:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>2000-01-01 17:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>2000-01-01 18:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>2000-01-01 19:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>2000-01-01 20:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>2000-01-01 21:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>2000-01-01 22:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>2000-01-01 23:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>2000-01-02 00:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>2000-01-02 01:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>2000-01-02 02:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>2000-01-02 03:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>2000-01-02 04:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>2000-01-02 05:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>2000-01-02 06:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>2000-01-02 07:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>2000-01-02 08:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>2000-01-02 09:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>2000-01-02 10:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>2000-01-02 11:00:00</td>\n",
              "      <td>Stanford Sleepiness Self-Assessment (1-7)</td>\n",
              "      <td>5</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>2000-01-02 09:02:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>262</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>2000-01-02 08:02:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>251</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>2000-01-02 07:02:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>244</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>2000-01-02 06:02:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>306</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>2000-01-02 05:01:00</td>\n",
              "      <td>Sleep-2-Peak Reaction Time (ms)</td>\n",
              "      <td>264</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-61833445-827b-466c-a1d2-27233c0d52b7')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-61833445-827b-466c-a1d2-27233c0d52b7 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-61833445-827b-466c-a1d2-27233c0d52b7');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-c6c5f694-aab2-4518-9306-7c2e03cfae4f\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c6c5f694-aab2-4518-9306-7c2e03cfae4f')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-c6c5f694-aab2-4518-9306-7c2e03cfae4f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "anots['Event'].value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ILaMMXlBv30l",
        "outputId": "f98ca2a6-19c1-4715-dd5e-f3ae59ffc978"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Stanford Sleepiness Self-Assessment (1-7)    25\n",
              "Diary Entry (text)                           24\n",
              "Sleep-2-Peak Reaction Time (ms)              23\n",
              "Name: Event, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib as mpl\n",
        "sss = anots[anots.Event == \"Stanford Sleepiness Self-Assessment (1-7)\"].drop('Event', axis=1).copy()\n",
        "sss['SelfAssess'] = sss['Value'].map(lambda x: float(x))\n",
        "\n",
        "rt = anots[anots.Event == \"Sleep-2-Peak Reaction Time (ms)\"].drop('Event', axis=1).copy()\n",
        "rt['ReactTime'] = rt['Value'].map(lambda x: float(x))\n",
        "\n",
        "diary = anots[anots.Event == \"Diary Entry (text)\"].drop('Event', axis=1).copy()\n",
        "\n",
        "fatigueplot = plt.figure(figsize=(7,4), dpi= 150)\n",
        "axsa = fatigueplot.add_subplot(1,1,1)\n",
        "axsa.set_title('Sleepiness of ' + gamerID + ' through episode')\n",
        "axsa.set_xlabel('Time of day')\n",
        "plt.xticks(rotation=90)\n",
        "axsa.set_xlim(pd.Timestamp('2000-01-01 11:00'), pd.Timestamp('2000-01-02 11:00:00'))\n",
        "axsa.xaxis.set_major_locator(mpl.dates.HourLocator()) # .MinuteLocator\n",
        "axsa.xaxis.set_major_formatter(mpl.dates.DateFormatter('%d %H:%M'))\n",
        "#axsa.xaxis.set_minor_formatter(mpl.dates.DateFormatter('%H:%M'))\n",
        "axsa.set_ylabel('sleepiness self assessment (1-7)', color='b')\n",
        "axsa.set_ylim(0.9,7.1)\n",
        "axrt = axsa.twinx()\n",
        "axrt.set_ylabel('reaction time (ms)', color='r')\n",
        "\n",
        "axsa.plot('Datetime', 'SelfAssess', 'b-', data=sss)\n",
        "axrt.plot('Datetime', 'ReactTime', 'r-', data=rt)\n",
        "\n",
        "for item in diary.iterrows():\n",
        "    s = item[1]\n",
        "    axsa.axvline(s.Datetime, linewidth=0.2, color='g')\n",
        "    axsa.text(s.Datetime, -1.0, s.Value, rotation=90, fontsize='xx-small',\n",
        "              color='g', alpha=0.5, horizontalalignment='right')\n",
        "\n",
        "#fatigueplot.autofmt_xdate()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 444
        },
        "id": "HX7LPD6PfuMY",
        "outputId": "9929d724-f9e0-4a25-a3d8-479c7439963e"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nRowsRead = 2000 # specify 'None' if want to read whole file\n",
        "# gamer1-ppg-2000-01-01.csv has 2,996,500 rows (about 12hrs) in reality\n",
        "# but we are only previewing the first 2000 rows\n",
        "ppg = pd.read_csv('./input/' + gamerID + '-ppg-2000-01-01.csv', delimiter=',', nrows = nRowsRead)\n",
        "ppg.dataframeName = gamerID + '-ppg-2000-01-01.csv'\n",
        "ppg.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LdsP-ZiYf99i",
        "outputId": "34e273f5-61f1-45f7-9019-428fd2f63c55"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(2000, 2)"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg.head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 363
        },
        "id": "Hr-6un6ezFmm",
        "outputId": "29d88792-8e8d-4bd3-e690-3bf358557dee"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Time  Red_Signal\n",
              "0  12:54:44.096662         686\n",
              "1  12:54:44.100672         656\n",
              "2  12:54:44.100672         526\n",
              "3  12:54:44.101674         422\n",
              "4  12:54:44.102676         327\n",
              "5  12:54:44.105684         251\n",
              "6  12:54:44.106687         192\n",
              "7  12:54:44.106687         147\n",
              "8  12:54:44.107690         113\n",
              "9  12:54:44.108702          87"
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            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ts = plt.figure(figsize=(7,4), dpi= 150)\n",
        "ax = ts.add_subplot(1,1,1)\n",
        "ax.set_title('PPG time series for ' + gamerID)\n",
        "ax.set_xlabel('Sample')\n",
        "ax.set_xticklabels([])\n",
        "ax.set_ylabel('Red transmission', color='r')\n",
        "ax.plot('Time', 'Red_Signal', 'r-', data=ppg)\n",
        "ts.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 401
        },
        "id": "TOY2ygIZzSQE",
        "outputId": "50f60517-5d0a-4660-d7d0-501bc7f17016"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 1 Axes>"
            ],
            "image/png": 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d6O8SxYgRI1BRUeH6mrXO32GHHeZ5Lnv16oWlS5di+/btjuffeecdAOaA+l//+pfn9nfs2AEAWLVqFfc+n3DCCSgrK8O8efNw7LHH4uKLL8bxxx/v+5tZ+9PW1oYRI0Z4vs8Sm/X19di6dSt69uyZ9Z6jjz6ae1/d9mHRokXo3bu35/t2794NwHlOBg0ahAMOOABffPEFvva1r+FHP/oRTjrpJBx00EGRxRwPH3/8MQzDAGBe9158/etfx3/+8x/Mnz8fzc3NruIp6nmz9gMwr0Wv63XQoEHYd999sWbNGs/veeutt/DAAw/gvffew9q1a1FfX5/1Hr8CTWPHjnV9vrCwEN27d8e6detw+OGHu76HrptJ75d169a1/9YXX3yx7+9ptRWrVq3C1772tazXg87xmDFjMGbMGMdzmUwGo0ePxmOPPYaePXvirrvuwnPPPYdXX30Vxx9/vO/3aTSa/EALT41Go4kJHeiVlpaie/fuOPjgg3H++ec7KsO60b179/YBYHFxMWpqajBq1CicffbZOP300x1CzHI+AWDbtm2e30mXXwHMCrVhBJcMOnfu7PlaUVER93vYtUgtV3nnzp2eFU8p1pIePAwaNAj3338/Lr30UsyZMwdz5swBAPTo0QPHHXccvv3tb2f9Rtb+tLW1uYr/MPvkJkZ5sPahsbHRs+Ku1/YLCwvx2GOP4Rvf+AZWrFiBX/ziF/jFL36BTp064aijjsKZZ56JqVOnujqScdi0aVP74759+3q+z3LZWlpasG3bNse9ZxH1vAGmuw0Affr08X1f3759PYXnz3/+c/zpT39q/7uwsBBdu3ZtX+6orq4O9fX1rmLUIs79Yr0OOO8X67oA4FvRmCL62rT4wx/+gL///e9obGzEU089pYWnRtNB0MJTo9FoYsIKvTB88MEHrsuQuEEdtE8++USHqcF2Dv/2t7/h0ksvFf79559/Pk455RQ8/vjjeO211/Duu+9izZo1+M9//oP//Oc/OPbYY/Hcc8+hqqrKsT+9evWKdV0AiOwwWvtw7rnn4rHHHgv9+dGjR+OLL77Ac889h5deegnvvvsuFixYgNmzZ2P27Nn43//9Xzz//PM46KCDIu2fbEQ4s1GXBpk1a1a76Lzsssvwox/9CMOHD3fs0w033ICbbrqp3eFVBQ3pXrRoEQ444IDI3xX3HFdWVuLAAw/Ehx9+iOXLl8f6Lo1GkzvoHE+NRqPJEfr06dM+WHz22WcT3pt0YIWSynR0a2pq8MMf/hCPPfYYVq9ejaVLl+IXv/gFMpkM3nrrLcdajtb+bNmyxdfRkomIc1JSUoIzzzwT9957Lz777DNs3rwZ99xzD2pqarBmzRpMnTpV1O4CcDpofiGo1mtFRUW+ec5R6dGjBwCnO+jGunXrXJ+3hP5JJ52Eu+++GwceeGCWSIs7IREVGnaddASERqPpmGjhqdFoNDnE5ZdfDsB0LP7zn/9I3RYtiKTaneHFyjV77rnnlG1z0KBB+N///d/2QkizZs3K2p/W1lbMnDlT2T5RrH346KOPsH79eiHf2a1bN/zwhz/EH//4RwDAvHnzhBYfOuSQQ9qvt1deecXzfbNnzwZgurJexXHi7gcAfPjhh54TB8uXL/cMs7WeP/jgg11fNwwDr776qoA9Dc/AgQPbw5iTnriqq6vD559/DsA/z12j0eQXWnhqNBpNDnHJJZdg5MiRAIAf/vCH7YVkZGCFjwJm1dE08oMf/AAA8Pnnn+Nvf/ub73vr6+vR1NTE/d179uzxfb28vByAU6APGTIEEyZMAAD8+te/bi9q5IVfrm5UzjnnHFRXV6O5uRlXX32176RBW1ub47flPWYAXJWaeamurm6vxnrLLbe45hZ++umnmDFjBgBICzM/88wzUVBQgPr6etx5552u77n55ps9P9+lSxcAaK9KzXLPPfckGlr6/e9/H4BZjGvevHm+741zbQZNVF1//fXt+cdnnHFG5O1oNJrcQgtPjUajySHKysrw9NNPY5999kFtbS2OO+64dgFKRdWePXvw/vvv44orrvAMCwxi6NCh7QVR7r///lS6nuPHj8dFF10EwHSDr7rqKsfAfs+ePXjvvffws5/9DAMGDHAUsQnixz/+Mb75zW9ixowZjs/V1dXhnnvuwUMPPQQAmDx5suNzd911FyorK7F48WIcccQRePrppx1FftatW4eHH34YJ5xwAn7+859HOm4/qqurcccddwAwQz8nT56MuXPnoq2tDYApNhctWoRp06Zh5MiRDrf4sccew9FHH417773XcR5bW1vx0ksv4Re/+AUA4Mgjj0TXrl2F7vdNN92E4uJiLF26FCeddBI+++yz9v194YUXMGnSJLS0tGDQoEH44Q9/KHTbFgMGDMDFF18MAPjNb36DW2+9tb3C69atW3H11VfjH//4R/uyMyzWUikzZ87E73//+3bXtLa2Fn/4wx/wk5/8xFEkTDXXXHMNDjroIDQ2NuK4447DX/7yF4dzXVtbi5kzZ+K73/0ujj322MjbGTFiBG6//XYsWrSo/bozDAOfffYZLrjggnZRf8opp/hWMdZoNHlGckuIajQaTe7y29/+tn0h9LBMnz69/bMrVqyItP3169cbJ510kmNB9kwmY1RXVxtdu3Y1CgoK2p8vLCw0LrzwQmPdunWht3PxxRe3f0+nTp2M/v37GwMGDDCuueaarOMZMGBA1uet8zR+/HjPbUydOtUAYEydOtXzPePHjzcAGL/97W+zXtuzZ49xySWXOM5FZWVl1nkAYKxdu5b72K39ot9ZXV3teO6YY44x6urqsj779ttvG71793b8Bt26dTPKy8sdn7/kkkscn3vttde4ryu/c2IYhvG3v/3NKCkpaf++0tJSo1u3bkZxcbFjHx555JH2z9Brk36Gnsc+ffoYixYt4j6PFgMGDDAAGNOnT/d8z2OPPebY56qqKqOsrKz973333ddYuHBh1ufCnLcgdu3aZRxzzDGO365r165GJpMxABjXX3+9MW7cOAOA8b//+7+OzzY1NRnHHnus456k1+HkyZON66+/3vOeCPpNDYPvPFrbf+2117JeW7dunXHEEUdktRtVVVWO337w4MGhvtftfQCM4uJi12t/0qRJxs6dO32/R6PR5Be6qq1Go9HkIL1798aLL76IuXPn4rHHHsNbb72F1atXY/v27SgrK0P//v0xatQojBs3Duedd17g8hBe3H333dh3330xY8YMLFu2DKtXrwbAvxyDCkpKSvD3v/8d3/ve93DffffhrbfewldffYU9e/agZ8+eOOCAAzBu3DicffbZvkt1sNxwww049NBD8dprr2HRokXYsGED6urq0LNnT4wePRrnnXcevvvd77pW+Dz66KOxePFi3HfffXjmmWewYMEC1NbWory8HMOHD8ehhx6KU045RWqY4aWXXoqTTz4Zd999N2bNmoUVK1agtrYWVVVVGDRoEI488kicfvrpjqUsTj/9dDz00EN47bXX8PHHH2P9+vXYtm0bOnfujGHDhuG0007Dj3/8Y0/HLy7nnnsuDj30UNx6662YPXs21q5di+LiYowZMwbf+MY3cOWVVzpCwGVQWVmJV155BX/+85/x8MMPY8mSJTAMA+PHj8dPf/pTfOMb38Do0aMBIOs8FBcX4+WXX8b/+3//D48++ihWrlwJwzAwduxYTJ06FT/4wQ9w4403St3/IPr06YO3334bjz/+OB599FF8+OGH2LJlCwoKCjBw4EAcdNBBOOGEE/DNb34z8jbuu+8+zJkzBx999BE2btyIbdu2obi4GIMGDcLYsWPxne98B6eccorAo9JoNLlAxjBSGDul0Wg0Go1Gk0Lq6urQrVs3NDU14c0334wVkqrRaDQdCZ3jqdFoNBqNRsPJbbfdhqamJtTU1ODwww9Penc0Go0mZ9DCU6PRaDQajWYvu3btwre+9S28+OKLjoq/q1atwnXXXde+buuVV16JsrKyZHZSo9FochAdaqvRaDQajUazl9raWkfF3s6dOwMwBanFWWedhcceewxFRbpUhkaj0fCihadGo9FoNBrNXlpaWnDvvfdi1qxZ+Pzzz7F582bs3r0b3bt3x2GHHYbvfve7OOuss5DJZJLeVY1Go8kptPDUaDQajUaj0Wg0Go1UdI6nRqPRaDQajUaj0WikooWnRqPRaDQajUaj0WikooWnRqPRaDQajUaj0WikooWnRqPRaDQajUaj0WikooWnRqPRaDQajUaj0WikohegSgG9e/dGfX09+vfvn/SuaDQajUaj0Wg0Go0rq1evRkVFBTZs2BD6s9rxTAH19fVobm5Oejc0Go1Go9FoNBqNxpPm5mbU19dH+qx2PFOA5XQuWLAg4T3RaDQajUaj0Wg0GndGjhwZ+bPa8dRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVS08NRoNBqNRqPRaDQajVSKkt4BjUYjCMMAnn0W+Owz5/NlZcBZZwEDByayWxqNRqPRaDQajRaeGk2uU18PXHYZ8NBD3u/5y1+A5cuBTEbdfvmxbBmwZAnw9a8DhYVJ741Go9FoNJp84pvfBB5/HOjTB7jiCuBnP0t6jzTQobYaTW6zZw8wfry/6ASAlSuBNWuU7FIgb70FjBwJnHIKUFOT7dBqcot77gEOOwy46CKgoSHpvdFoNBpNR+fWW03RCQBffQX8/OfAwoXJ7pMGgBaeGk1uc9ddwEcfZT9/9tnAeec5n3vlFTX7FMQPf2gKZgDYudOcidTkJitXAj/6kXkNPvig6axrxLF5s32vaDQajSaYxx8Hrrsu+/n771e/L5ostPDUaHKV5mbgttuczz39tDlQffxx4F//Ai691H7tnXfU7p8bCxcCixY5n3vnHT24zlUeecT592uvJbMf+civfw307AkceKAp8FWycCHw058Cv/udGcqvyW/a2pLeA02+smoVcMMN6vqGXbuAH/zA/bVnn1WzD4B5T+n7yhUtPDWaXOXll4H1683HhYXAJ58Ap58OlJTY7zn0UPtxGkJaly/Pfq6pCfj0U3Hb+Ogj4B//yJ2wz4ULgbvvBrZsSXpPwsNeU++/bxa50sTj1VeBP/zBfLx0KXDtteq2vWULcOyxZjTF//yP+U8jj48/Bu6914z+SIJbbgGqq80CdPrezV9qa82J6vvuM8WZCjZuBA4/HLjpJmDyZGDdOvnbfOQR81gBoKICeOEF+7WlS9VMpM2dC/TqBQwdCqxdK397OYYWnhpNrrJqlf34iCOA0aOz3zNqlP3488+Tn4HzGths3y7m+xcsMAfNF18MfOtbYr5TJhs3mvv74x8DZ5yR9N6EY/du4MUXnc9t2wbs2CF2O4ZhTrI8+qj47w5DfT1w/vnAkCHAzJlyt3XHHc6/Z89Wd+8+/bT5O1q4TRZpxLB6NTBunBmZ8rWvqXeXZ80yC67s2gU8+STw5ptqt28xbRqw337Ab3+bjPg1DNORW7BA/bZV0NQEHH88cM01ZqqLqomsBx4w0wUAs79Qke7z9NP240suAcaOdb4uux01DDP9ZMsWs4ji7bfL3V4OooWnRpOrfPKJ/XjAAPf30OcbGoDGRqm7FMiyZXK//49/NDs4wAyrSftA4he/sAf5776b7L6E5dVX3V0a0UWsbrgBOOkk4NvfNmfNk3JlfvELM3x96VLgwgvl3Uv19abQpuzYkR2iLou0FCHrCDz+uC02v/gC+L//U7v9adOcf9M+RRVffGEKoZUrgRtvDC6UJ4Mf/MAUZqNGiY2+SQszZgDz5tl/P/ecmu0+/7zz7zlz5G6vrs4Z0jtlitztubFokfNcs5OIGi08NZqc5aWX7Mcnn+z+nrQsn2Lx3nvuz4uYhWxtze7oPv88/vfKZP78pPcgOm+84f68yNCizZuBm2+2/37nHWDDBnHfz0tLCzB9uv33pk3O+08kr7zinvP85Zdytscye7bz76SjJPIZNmJAlSAAzHBE9rdOIh3jH/9w/v3ww2q3P3++XXSmrc2uhJpPsNfVV18BW7fK3eaWLdlCU3Yb9sorprsLAF26AEcfDXTqBBQQqSN7Yo09121t9j5pAGjhqdHkJuvWmWFaFieckNy+hMErbG/Tpvjf/cknzhDBXIANrculDsorLFCk8HSbIU9CrM+bl328stwhL/GhwolsbjbzdCm5mHucC7S2Zk/Effihuu3Pnm3uA2XxYnXbt2ALvrzxhtrIHHb7uTwZ6IVbYUHZk7KzZ2dHp8huw956y3584olAcTFQXm4WaLOQ7bq+/nr2c0lMlqYYLTw1GhX84Q9AWZmZI8Z29lGgg8P+/c0FknMBrzBJER1Skvl/UWGFci6FOXo5YSILSMydm/1cEq6MW0ixrAEqHSTSQmEqro3Fi03xSbEKmGnEsnChGRpIWb9enehyEyOqC6Fs2WKG2lJaWtS2g6++6vw7DUX4RLJzp7MehIXs39qtfVy7Vm6qxMcf24+POMJ+/LWv2Y9lhlK3tblHdek21IEWnhqNbJYuBa6/3gyf+9e/xJT0tqq2AWZRhlzhq6/sx7TwUUes/LZ9u114wWLFimT2JQpeOYcbN4rbhtsgUPXSIoD7YEmGO9Tc7PxeWnBKxT3idr5VDpo2bwb+85/ci1yIgpfz4iYSZOA2QF63Tm1otZfIU9UftLZmO/xr1+ZXeLmXs0n7YhksXJj9XGOjvHvbMJzC85BD7MdDhtiPZfaxK1e6F0rUwtOBFp4ajWxmznQOXEXnkPjlcZaVOf9Ock2+ujpnZ3f88fZjETPcSRdOCotbB5wrwrOlBfjgA/vv00+3H4sUnm7iNglX2C0UXMYAatky89wCZl4SvUdUDMbdjqm+Xs3yC62tZhGpc88Fhg93phLI5s9/Nh0Sdl1amXjlu6toAwzD/d5qasqeDJNJ0sLzyy+zXeeWlvwKL/eKzJAthrwmJmX9tsuXO6OeDj7Yfkwn52VOXHpNRmrh6UALT41GNlaVVQsRCfY0XNdPeHbubOY5WCTZoS5daj8uLQWOPNL+W0Rn5DWQyiVkz0KLYudO5zqpxx1nPxaRrwuYEwluOcFJuONuAwoZwpNew4MGAfvua/+tUhCwqBg4ffCBXQ1y0yZ11SCXLgWuvNIM6/7Od9RVl3ZzhABxS0v54bfskYq1Fi2WLHF/XtXkkldfnE9CwUvcyzzGpibvCvay2jHqdg4ebBYXshg40H68YoW8cF+v61lUn5gnaOGp0ahmyZL4DR8dfPfq5f2+TAbo0cP+O8nBKx28Dxli5qZaiBhouHWwqhbKjoJbOFeuzrTTHGNRjufixe7nKAnH021A0diYPakUFypGhg933rsqrg2vEEMVoa+zZjn/poVCZPLss872eMYMNdtNMrqBioLOnZ0DcxXC18LL1VY1AeflUOXKBCAPNNR2zBj7sUzhuWSJPTleVOTcrqx2jE7a0e0BTsezvl5eRV86uU5ReU/lAFp4ajSyoc4QYLpFcWfAaLhIUI5n9+7247QIz6FDnW7O9u3xw4DdBjFpFp5uHX+Sv08ceva0H4sSnnQg0amT/XjzZjscVRVeLpDoAQU95hEjnPfutm3yj9trMKpCeLIO4CefqAmfZ0NeVRSXaWhw9gGqi8NR4bn//kDXrvbftH6AbGibfdBB9mNVE3AdITSSRo0cc4z9WOY9TduxwYOBffax/5bVx9GJnEGDnK/V1ACVlfbfssJtvdorLTwdaOGp0cjGrVgEm1cSFtrI0tlqN1S7Jl6wjmfv3kBhof1c3BBKNxc5zcLTrfPLFceTPde0UxclFujghQ6YALWDY8A7QkH0gIK2FUOGOO9dQL4A9BqQqRg4sSKgpUXNMgTsMatYToP+zkVFQN++8rdJoWJk0CBnWKLKe4ueh0MPtR+rage9HNdcaYeD2LPHOWlGC+7IbEtoVMqgQWrGIHRMxE7GZzLZ4bayKS+3H3eEYmkh0MJTo5GNjEaOdiY0ZNWNtITa0ln2IUNM0UnDhGUMMnNNeOaK48kuL0I7WVHQQeHBBzsnKdLSkYveDxrqWlpqCvrSUvs52deHl/CUfb4Nw919UpEbxbbPGzdmR6mIhrZL1dXOa1sFtC0eNMjcBwtVwnPXLueEBhWeqtpBKpBoPyl7ouWjj8wlPi64IHv5IpGsWWNPmhUUAKNH26/JPEbqGO+zj5qoK9p2uU3GqyowZEGjCLTj6UALT41GNjIaOVpciA5M3UhLqC0VltYMP913Eeubsritv5gW3HIVc2WmneZA9ejhLGAlYxt9+6azI5e9H6pztKnYp+Gfso9z5073KBCRFZLdqK93P6cqC+ywxeFULOXBCk/qeKpaD5lea8XFwIEH2n+r6KcMwxllQ5f3kn29X3WVuYzL//0f8NBD8rZDxx59+zonehsaTEdUBrTt7tNHfhtmGM5t0jQeCxWOJx3D1NTYj9MyUZoStPDUaGQjK5Gdl7SE2lL3wq8gUlTcBmxpdjzdZrrTLJQp7Iy2im1Q4am6I/cqIqRiP6gbJVsU0GuShn/KHoh7DUZlC08vgam6gBUNVY+bhsEDPb6BA5NxPKnw3HdfZ5+wZYu8yqMWtbXOugJUeMq8r7dudRbO+uMf5W2LTvb26eNsQwF59zXbdstuw3budLZdtOaAhQrHk7ZjdO3QtEyUpgQtPDWafCcNobYNDc4BlQzh6dahpVl45jJ0YCGrMAq7jSQdTyqAaKEjFfuRhBsFqBX6Xu2S7FBbL2Greske1cKPHnfv3skLz/79nZE5zc3y227qkBUXqxMKdNkPQG7BMPo79+plpkTQKCNZ9zUrPGW3YXRCPZPJFtiAGseTHveIEfZj1TUJUo4WnhpNEqisypmGUFt2gMcWTRGB27HlioOYa8h2PJubnb/nPvs4Q5dUCk/DcAqgAw6wH4seuNFZ+4K93XNShV/odmXfR16RGLKFp9f3y15Og7b/BQVqq8rW1TlzWHv1SmZyg4r7fv2c+6BiP+g116MH0K2b/bfMiRaVkxpslBErylQJT9kTG7Sv6NbNPWeadTxlOOq03aATGY2NclKJchQtPDWaJIjbqdJGjM0RYklDqC0VnjU1dk5gAWmC4hRZMAx34akibK0jQgeunTs7r8HW1vidOlsZt3Pn5EJtd+1y7g8VnqIFMA3LtwbCKkNtKVVV9mPZwtNrQky2CPNyPGVvl35/ly7O31j2pAo95kzGnJhMwvGkv3mvXkBJibNImexrnW6/Rw917YvKMG76W1vhp/Qcy8jx3L3beQ316SN/YoP+lnSinUIdz8ZG8WH8bW3O0ObBg52vyy5YlkNo4anRJEHcjo023uxMMQsbais7d8YN2ujSAW3v3vbjOC4Dm+NhkcSxdjQyGec12NYmXvBnMs7rRlQY3urVwfk+dIBSUCA3JI8dDAPJhdp27mw/lh32mDbhKfs80+uma1e1wo8ec7du5nIuSQvPJK511vGk50DmRItKx5MNtQWCJ6rjQt3OTEaNo87+lm5UVzt/Y9F5nlu2OA0Bdi3RuOuU5xFaeGo0snETP3EGrK2tzo6RNqZu0BnAPXuSbwBpx0erz3mtqcZDrlSDpciqKJgENAwWkFNQS7QQeustc1Z68GDg5Ze930fD1bp3d95PIp2RPXucx5XEYJxek/Q3VRlqW1JiP06qqJFKx1O18KTHbLlgSUxuuImFpM5Djx7qJlpY4SlzcpRHkImGCs/u3c3oJnp9NTaK7/t4HE/A6XqKFp60LygqskObLZIed6UILTw1Gpm0tro3OHEGrGyH7JZIT1EhCqJC1yCNE4KUi8Izn0qsFxU5BxcyrjHRoZ/nnGO65K2twCmneL+P/k7duskrk8+KIGsApUoUtLY6v3/AAPuxSseTOsqyxQeNklCZS8s6nipzPGl+aVmZ+X/Sjqfqa91t+1R4NjcDTU1ytsu2jTLvLdo+seMAWdBwUyv/X3b+rpt77gbN8xRdYIi9pzMZoKLCfk4Lz3a08NRoZOLViceZyaefZUMQ3Sgudr4nTcJTlOMpa5AgE7drIJcLENDiHLngeNIwNL+1E9nBm6zcRzp5UllpiwJVg/EdO5zui0rhSY9dpfCkqMyl9Qu1TWLpBTbMVMVaokk7nvQ37trVuaQNIO+aZyertm+Xd77Z60wF1M20hFdlpbOeg+j7i9fZVeV4WiKfCk9db6IdLTw1Gpl4OSJxBhe0Q66udjboXtDZzjQJT1GOZy7idm3s3p274jPXhCcv9F6tqZG3H3TwRMPFVAlPdkKrXz/771275IqRpBxPSlKOJ5t7lsTSC/TYDUP+/WUYzjYiCceTTrIUFqoTnmzf39YmZ1ttbc5rSZXj6UYmY0+kAeIniqOE2sp2PAHteHqQk8Lz9ddfRyaTCfx34403Zn32wQcfxNixY1FZWYmamhpMmjQJ7777ru/23nnnHUyaNAk1NTWorKzE2LFj8dBDD8k6PE0+4SUwRTmevLOYskVBVKjwXL26YxUD8roGRHRQ27YBZ58NfOtbcn5vWuXVyskTeY2xVW1LStRWWaXQCYKuXeUJT3ZCyUKVIGKPkw2PkzlwogNHWg1y5051EzEqxV9QcSHV7SD7W8s+/oYG50SGtf2kKjgDpvikFV9lOFRtbe7tvgyXm41gUOV4JkGUUFvRjic7QQlo4elBUdI7EIXevXtj6tSprq+1trbikUceAQAce+yxjteuvPJK3HnnnSgvL8eJJ56IxsZGzJo1Cy+//DKeeOIJTJkyJev7ZsyYgXPPPRdtbW0YN24cunfvjldeeQVTp07F/Pnzceuttwo/Pk0e4eV4xnEP2NlyHpIWnnSGs4g0OzTUtqHBPF90X/MVrwEIYIqZoPDpIM4/H3jxRfPx4YcD11wT7/tY3Koqi7zG6PcXFJhuRBodz7o6c3AnolKkV6XqJBxPVmAD5jlnnxOFV6gtYB6zCrcmLaG2TU3mxAsVQbIpKjIHydbguLbWGWotGnbiyLquklqzlu7H7t3mYxltjFfkwLZtTjdOBHTswVYezze8okVY6Dletcr8LXgixnhgJ+4ALTw9yEnhecABB+DBBx90fW3mzJl45JFHsO+++2LChAntz8+ePRt33nknunXrhjlz5mDI3s5tzpw5mDBhAi666CJMmDAB1aQD2LZtG773ve+htbUVM2bMwJlnngkA2LhxI4455hhMmzYNp556qmM7Go0DGTOZueh40oEG7QBraoBOnezlVtas6RjCc+dOb1cj7oDHMGzRCQB/+5t64SlyuaCqKnnLqfDg53i2tZnXLh1gRIUeMxUiqgQR266Ulpr54VYBnp07zTX5RNPc7Pw999vP/L2t+6O2Vo3wpO1SQ4MpAGmFXZGwVW3Zdry2Vq3wBMz7yxocy76/6PcXFanPZ/aic2e7irUMx1NG6o0X9Du7dDEdXZZ8iTBiC8B5QYVnU5NZgbdvXzH74DYuo+HbWni2k5Ohtn5Ybuf555+PDJmFvu222wAA119/fbvoBIAjjzwSl156KWpra/HAAw84vuv+++/Hzp07ccYZZ7SLTgDo1asX/vSnPwEApk2bJu1YNHmAjMqlcYVnEtVUqfCkAiKTyQ637QiwM/50wBV30Mc6BWPHxvu+oG1Y+y4yj9jt+6ngUxlqG+QEihqg8jieu3e7r1crArd2RYXLzP6WbJivTOeLDrzZ6BGVIr+szBT6bq+LxktssE6+TOhv3rmzHTGQdK4rFQoyrnev31XlOIFeZ/mwpJdheE9ss3Tu7BwLiQy3pdWirXOsHU9X8kp41tfX4+mnnwYAfOc732l/fvfu3Xj11VcBAGeffXbW56znnn32Wcfzzz//vOdnJk+ejLKyMsyePRuNbD6SRmMhY/DCzpbzkLTjyTpYFBGVbXN95lakm8eGcnXqFO/73FAZamt9Px0wyRJfbtAw8fJy83zS8CxRA1Qe4cm+TyT0OKzrUYXL7BZ2qarKK+27u3WTW3mT4iYKVIkuesz0npItuij0+6ngTYPjaSHjHHgdk4xjdbufAbW/swrq693zhb2QuaQKixaeruSV8HzyySdRX1+Pgw8+GCNGjGh//ssvv8SePXvQo0cP9KOV+vZyyCGHAADmz5/veP7TTz91vE4pKSnBgQceiMbGRixevFjkYWjyCdmzprkiPL0cT0BMZdtcXE6FInPAI2ON0ySEZ1rIZOQM3ryOubLSmUMqa0DOulD0f/Z1mdstKFAnwuhv16WLGqe1pcW5XetYkzhm2harzKH22ockiwsB8l1fr/Mq497yEveyj1HFUjwU9twF1Udg8zxlooWnKzmZ4+mFFWZL3U4AWL3XRXETnQBQUVGB6upqbN++Hbt27ULnzp2xc+dO7Njb8Hl9rl+/fvjwww+xatUqjBo1KnD/Ro4c6fr8smXLMGjQoMDPawTT1AT8+tdmTsef/gT06iV+G1p4mviFwohwPHO9UZc56KPrVYqiIwtPwPy9rGtatvAsKDAHU9brKh1P1aG21nZViTBW9FZX2+2rrO2y3+tWiMTKeZeB2wQD+1h1qK2FyuJCbgXvZLuBXgJTxj3tNdlLj1HG70z7YhG570HQ4ywudrr4buyzj/3YyueVhRaeruSN8Fy/fj1eeeUVFBYW4rzzznO8Vrf35urkE3JWUVGB2traduFZR25Ir89V7L2oduVDuEJHZMYMwKpKvGcP8Nhj4rchYyYzF6va+jmetHri8uXRvt+rUVc9+xoVmYM+0Z1ra6tzH61rUJbw5L3GVSJDkPndI1262OdE1oDczSFRHWqrWniyx6wi1JO23wUF9rkWURmZBy8nrKOF2tI2zM3hz1fHU7bwdDuvLCJTY9hJ7aD7qGdP+7FK4Sl7MieHyBvh+eijj6K1tRUnn3wyevfunfTuuLJgwQLX572cUI1kpk+3H//738DDD5szZiJhG38RHXquO57soJoun7B4cbTlKbyEZ64UTxA56GM7ddGOJ+vGWPtO10/bscM890Gzz17Q35Nd2D0NyBCetDgFW01VxYA8qVBbt/xv2q7JzPFk22cVgpcOQCsrxS3nwAtPqK1Kx9Mr1La+3rwniiQNU92EmWzx3RGEp9d2y8vtvsNaskYEfvUj3EhKeGrHs528yfH0CrMFgMq9N1qDT/hK/d6LovPeG6WS3Jxen2M/o8kx2IWGP/9c/Da8GmFR38m73iMVnrW16hZlt/ATnkOH2o9ra6MJY9qo0+qquVL4S6SQYcU2W3xBNNYkAe3QAXGdugonKGwBJtVriqoQnmkItbWOU9XSOWy7pHodSdWiE/AOc02b4wnIdT3pPljHLvt69xKYsoWnylBbt/PK7oPI4/UbW7ihhWfi5IXwXLRoEebNm4fKykpMmTIl6/X+e4uXrF271vXz9fX1qK2tRdeuXdtFZFVVFbrsbQS9Pmc9P0DmQssaebCNrsjS2hZejWIcIUAdLbe1udxgwxVVLkcBZM/yU7p3d56bKJXmtPC0cRtMqCi+VFbmHDjKyC2VRdhJIdXCU0XRlTSF2qoSQewx0981XweKaSsuxOaZqiikBSQfakujQWT0x0lNMHiF2sqKnuBdSsVCC8/EyQvh+fDDDwMAzjzzTNd8zGHDhqG0tBSbN2/GunXrsl7/+OOPASCrQNDo0aMdr1Oam5vx+eefo6ysDEOpY6PJHdiBsQzhSRt2WrxIZvEIN9iZQNUVA+nxsvdoJuNcLD2KG0sbderu5kqorWzhqQqVnbpI0i488znU1m1SSsX5bWtzthudO8t3g9JAUtVOKV4TslYhLQtV+b3W764y1LZvX/ux7OVUVP7Oqh1Pr+15QfuoLVvERX+55a1q4elKzgtPwzDwr3/9C4B7mC0AlJeX4/jjjwcAPP7441mvP/HEEwCA0047zfH85MmTHa9TnnvuOTQ2NmLixIkoKyuLfgCa5FAtPPv0cX9eBYWFzg5HtfCkOR1UZLoRZY3GXHM8aT4fINZZSnLATCdX8sXxdBtQ5KPwdBuoqhAjbm2Diu2y31tV1TGEZ5pDbQF1BYaScDzpuaerJagUnkkVF5IlPMNW0aXCs60N2LZNzH64tWNaeLqS88LzrbfewqpVq9C3b992cenG1VdfDQC46aabsGTJkvbn58yZg3vvvRfV1dW4+OKLHZ+55JJLUFVVhaeffhpPPvlk+/ObNm3Cz372MwDANddcI/Jw0sEttwCXXw5ccgkwb17SeyMPdn3DDRvEb4M6fXRQnkQlZNX5SxQ/xxNwrq3FrKfLhZfj2dqaLfLSAHs+8kV40nMvsyhMXFgx6Sc86eSFNcmYpPCUde+6FXRSIcTcBmwqRBAbddKpU8cQnl5pD2kItQXUhJW3tQULT9lhqLQIpowIKK8CbUkVF5IlPOm54xGenTs7w5xFRea4jXG08HQl54WnVVTo29/+Ngp8EvUnTpyIK664Alu3bsWYMWMwZcoUTJo0CePGjUNLSwumT5+OaiYPrqamBv/4xz9QUFCAs88+G8cffzzOOeccDBs2DEuXLsXVV1+NCRMmSDy6hHjsMeCvfwUeeABYtizpvZFDS4v6gQVteJMY1KgsVc8S5HgecYT9+J13wn+/l/AE0hluy3aWImfakxwwyyyWQnO/WlvjleRnc179BixuA4p8dDzdjjMp4aky7NMik+kYwpOebzoJqPLYg5YOslAxyQKoC7Wl26XOmwxR4iXI0lBcSOS5Det4ZjJyUkK08OQmp4Xnnj172sNgL7jggsD333HHHZg+fTqGDx+OWbNmYc6cOZg4cSLefPNN16JEAHDWWWfhzTffxEknnYR58+bhhRdewODBg/Hggw9i2rRpIg8nPdDQ4bSGKsZFdXEdQG0okxuq1sZzI8jxPOYY+/HLL4fPu/ATnmm8hun+sk5LLjueMqHXTVub2IJJfpVzO4LwbGtzH6jms+PpRpLCk16DMqtQe00CdiTHk/1t3ZZTkfH703use3f7sQxRwvYxFipDbVXkeIYVnoAc4em2H/S8q67rkWJyeh3P0tJSbAsZn33hhRfiwgsvDPWZo48+GjNnzgz1mZyGhiGk0S0SgWrHD1A/WGVJyvE0jGDH8+tfN9dra2kxl1OZOxc46ij+beSy49mpk9hrI19nVtnCEfX10dcJDUPahKeM7bGTMyodT3p+3RzPjiI8VYltt9BxILniQn45niocz4ICux2hv4FsF5KKn8ZGc7JBZMSI12Sv7OvMy2lVITx5l8VS5XjSsc7u3dHWKM9Dctrx1EiiIzieSQvPjhRqu2ePMyzSrXPo0gU49lj77+efD7cN2vmwS8ek8RqWKTzT4niKdm3Y2WyRx+kXtus2k61aGMmuLuuW78huV9ZxuoV+JtVWJik8VbXPXpOASRUX8gu1VRVWbokB2sY0NIhvw2hbwq4jLtoR8xKAsu8tr+srLTmegHzH0014GoaaZc1yAC08Ndl0VMczTs4YD7Rj37MnWvXWOCQVaks7IsC7qu2pp9qPn3su3DbYQgp08iSN1zArZmQLT9nXtgV1m0Uvp1JU5GybVDm7QbmPovaDhpezzoesQZsFewxJ53jS7e7era5AmIrj9boXVQguv+gT2gY1NckdJPuFR6oItfU6B3Rf2HMlAq9QW0B8e8YTart7t7jlRCy8nNZ8D7V1E8DsWEf09ZSjaOGpyaajOp6yY/DZkCLV4bZJOZ7seeURnvPnAy5r7nrCdj5UoKTxGvZzPOMOtN2uY5Him3UBaOgQXSJg7Vox26DfL0sYeImB1lbnuZMpyPzC0WUV5rCg10xpqbn8EuA8zoYG8YNUwP24S0qc75GxXTdUFAOhgo4ep4oQU7Yd8BKegDzh3drqnHRlr3UV54EnDBUQfw34CU+R44/mZmcfouoYeSc28l14ujmegBaee9HCU5NNR3U8ZbuAohr8qOE/aXA8CwqyB5UWQ4cC++5r//3xx/zbYDuftE+e+AlPQPygT+T3+TnY9PeLIzx5HAkVjid7rNb2ZeyHn/BkHXHRIYC8A3EZk3Nh1viVjQrH0yvHUsXEINsW0u2zg3ZZE6PsmILN007S8WSvP5FtTFubc7uVlc57TeS22PvUq6otIPY6b2ryTqvJd8fTbT/o/QVo4bkXLTw12aR90C4Ctw5N9rqDbPhc1PBHOmMeprhKGhzP8nL/5PoxY+zHYdbz9HM80zh5woblyBwMiP4+tvOk55o6nmvWiNkGbY9U5+DxhqCKCGXmdTwNQ25YnqpBqkVahadKhxdQ0z77TRoVFTn/ViU82cF5ko5nQYHzb5ntZqdO8qqeerVbgDnxW0Tqior8nf2im1TkeKatuFAm0zHG0yHRwlOTTUe4UdwaedVLjESFdty5IDy91o1z46CD7McLFvB9v2FkC7m0X8Ns/k1JidMJFj3oEzmAoueztNQ5oUILZsSZyKHb8HI8VYTasu2EdV1RgdLSIiYfjld4AuLzPL0GbzTsFuhYwhNQ6/CqFp6ZTHb/oaKoE9ses/ug+jyw15ysyrZuBbxkRXDQbRUWOvuWTEbe7+w3sZHPjqdfaDNb2VajhafGhbS7RSJwawByRXh6hWoFkVSordtyCV4MHmw/Xr2a7/utMuUWuSA8VS/RIWtwwf6eokrF81TeVBFqy167lsiW4QT6ndfSUrkTE17CM5ORX+00zcJTttBWHWrLbpu9X1VUtk1DqK2fSyZLDLLfVV6uRnjSqr0WsiJH6HbZtBoqPPfsETe29Jqk9IPm1+7cGb/Qo1dVcMB5j2vhCUALT40baR+0i8BtJruhITfKXeez40lzBHlDNdkOu6LC6dLIXIw9Km6TB/kgPGVvQ3WordcAVcbSLkHnVeaSKn5r4SW1/EISqHB4vQbKtC2XVcU3aNJSxfI5tP8qLs5OQWFDbWVU5Pa75mRFVdC2pKzMvM5UhNq69bmy2lH2vFLBy0ZtiLq+okzE19Q4/962Ld4+sCH5NJRZO55ZaOGpyaajOp5A+l1Pw4guPNNQXChoYElzBL/6ii/Hyi+fJRewOudcFJ5sR08H7ez6rSK2Icsh8NpPKgCKi+3HhYXO/Yq7L62tzkkvt/tE5pIqfpNDMsV+W5uzPUtaeLIOb74J7TCTG7KEJxuqz0KFZ3OznMlvvygcFW6gtU1Z7VnQ76ziGP3aEUBcGxZFeFZUON3YrVvF7IsbWnhmoYWnJpuO6ngC4p1AOnClg/KosCEhUR1PkaEuQYRJ/qfCs6UF2Lgx+Ptph03DIXONXBGefqFN/fs73/fVV2K3odrx9EPkvrgVHmGRuaSK32SWzHPO9i8qhRjrKrotIaMy1FYFaRCe9FpzO37aTwFyonP8JlqoIBG51rZbmyarqm3QOVbleFIKCsRfXy0tzslp3vspk3GuOa2Fp1JydISmkUpHdjxFh2VGzcfk+T4guvAE1IXbhpnhr6x0dk5hhSdvcYE0kivC0+/37NLFWbhhyRKx2xAVBicifE+m8FTtePq1UzKFGM9xy4Iec0GB7WjLFp5RctJEESR60+B4lpc7QxVl9FN+jqeoPHUWt8kd2p6JDLUNGnfIyuUNmmQW3YbFGQ9p4ZkYWnhqsunIjqdI2tqcM6YihGdQKXo/2NxHVeG2Ycudd+1qP+apjCpa3CeFzAGvyhzPoUPtx6KFp6jiQmwut9fasn6oFp4yczzTLjxl5Pl5HXM+h9oGiV4VVW2D3LhMRn49gjB1B0Thdr3JCrUNk8ursm8QLTzjjIe08EwMLTw12dCbt6M5niIJqt6n+jtVdOhuhB1o0cR/HuEZNec1bch0G0ROtAS5JjSXOOrElex1PNn7KIrwFDlopMdbXOwelp8Gx1PmdVlUZLuO7H0sox/yajfyWXimIdQ2yPEE5K/lmUS4s9v1Jqu4UBjHU+Q1TiPG3Now0ZNnbP8SVXjGLS7khxaeWWjhqcmGdgba8YxOnEbRC9p5ZTLOkCQekigwFMfx5OkQgmbQcwUVboMIVIQK8qzjGUfsibg3ZTmeXudUVY4ney5kXpc8zraM7QLJOZ5JRmiEKTqTVI4nIH+CNIk+IynH003cJ5UrLzPUtqAg3HiIXmOiJ/IoWnhmoYWnJpuOnOMpkjhhIDzfWVoaPh9FO57pRcWgTwRBvyct7hR1eSLZy6mw92aUwl9JCs98DLWlx11S4qwiLGNw7CU+OorjmdYcT0D+Wp48+6Bim0mF2uaj8HRbl5Z3X2SOheg9nq9GTki08NRkQweOMnJr0kBSjidtGKNUzIvbYSYhPGU7nkkMImSgYtAngqCBM12Ldfny8N9vGPKLC4mYUBM5eONxwfI9x1PVshYWXu1GRxGeaa1qC6h1PFX1GW7HnW+htkHIFJ5hf0dVYyHteGahhaemY6KiAaCNYkmJKejjlk+PGyKURKht2IFW2OJC+eJ4igpplD1ZFDSoiVtcqLnZeQxebpTIUNsoiHQrqDPsdQ2rcjxVLqeSFuEp4xrzgk44UleXhglGjRQIIkxxIRXC0+tal1XtNcw+iEal4xlmORWVk5yyHc8waOGZGFp4ajomXp0Zu7ZbHNw6t7iDmrgdZq45nmkTnrNnA7/9bfT1Kf0QNRgQufacG0EFJKjwXLw43vez25DleEYR6yKFEc81TEUKXbtOBB3R8UyquBCFRsCoaJvDOJ6yjp1HLMha0sQijY5nPlS1DUJ0eGuciXid45kYISuTaDR5gtd6nSJn/4KKCURp8ON2mLngeIbtFFUNIl58ETjlFPPx228Dr7wi9vtFDQaSzsum1QJFO0ai3Ki0hdrS/YlSYTcufgM4me5I2h1PlYNyOuEmq21OQ45nGiJUki4ulKZ1PFVe43T8wTOpHEQcx1NVjifdLy08AWjHU6NxInLmy61zixtak+uOZ1jhyTP4UTWQuegi+/Fbb4n/flGDPllhelEQHfYrasDEhtrmguMpE78BXBJVbYHkhKcoVz0sdFC+e7ecCaQ05HimISc/LY5nR6tqK3rtTB1qm5No4anRUEQKT7fGP65jk4vFhXjy1yhpFZ6U5mbxuUeinKWkHU96jW3bJvY6owO15uboIlvEOVKd4ykTHWqrbrteUOEJyHE905bjmdTyV359hqxcW7d7rKMVFxK9dqYWnjmJFp4aDW38ZQlPGaG2uVJciHbePGGEaRWe/fs7//7wQ7Hfny+htoMH29eZYQBz54r7bnZ9x6iCT0RxoXwKte2IwjNtobadOjlFj4z2Ocw6nk1NcqIn0u54ynL43bbZ0ZZTkel4xqlqq3M8laKFp0Yjq1qkjI4mF0Ntw+5zWoXn+vXOv6MsFeIH64Z75SEHkXSobUEBcNRR9t933SUu5JbeP0D0QVMuFheSSVLCk16rKrcLpM/xzGTk53mGyfEE5LieYSdPZVTp9rvfZOU0B01EJ1XVtqFBfLEyL1jHM+5vSz9fEFLO0HFfU1O8yUi/49DCMwstPDUaWUnmbh1Nmqra5ovjqWIGvbU1u5JtnE6TikqrgiM76Is6EEna8QSACy+0Hz/3HPD++2K+t7jYeQ0leY5ECpSkQ215B+JxJkTc8Gsb0uB4ql5PV3TxFZYwjicgX3jyLKciw41Ki+NJo6127xZ3bwX1iaL6mrBQ4dnSItdpDIKOhYB4Yz92NQQauUDvMxGRNnmAFp4ajQrHMy3FhejAJokcz7DCs7ExeIkbFW7Rhg1iZ4XpkifWORHlNriJKtUu6JlnOq/1zz4T990iBAnvAMBvckGkW5F0qC2v8ATEDlLTLjxVDcgtZKdCBOV4FhY6xZDK807p0cN+vGWL+H1Io+MJiHPEgvpE9p5W5eyzecwiwm2j0qmTc6muOOMhdgkz2pZpxzMLLTw1GhXC02qI4uZ4xnX3kph9i1NcCAju/FUITzbMNi5uA+6SEudMqUjhqXoAXVgInHCC/bfIwaMIwccbaksnPeg6moD6UFs6mBF97/IKQCB/hCdvqK2MUE8vZAtPnutMdoEhnn2gwnPzZrX7IOv43a51VniKureCJnvZvkaV8Cwqcl7jSQrPTEZcnic935mMU9Bq4ZmFFp4aDRvuIgq3/AM6wxsl3C9ucSHZC3O7EdbNiSM83c6JiIGjm9sZZ4aUdlSWoMlkxIR5ubmbqoUnAAwdaj9eskTc94oQJLz3Hp3JpgM1t/2Ic53xDMZl5mf7DVTpIArIn1Bbr23T7ba2qg1dly08eaJPZAvPsI6naOHZ1uacUFK1fJDbuWddZ1GVbYN+50wmfwoMxUFUmhV7vuk4i57/pOsvpAQtPDUalWIs7raSLkIShbChtkVFzsFAFMeTDpZlFU5YuTL6Z91CbQExgz63gbLopV94oMJz8WJx3ytinUVex5DX8TSMeJNWPPeITFES9h6VsV2ZjnLQtr2Ep6xteyG7uFAahCdPH9a9u/1YtPBk20dVobZu576gwCk+RU0QevUvlKRymUUvqRIHUZN5fvdVEpP9KUcLT40ml+gIwhMIN/jxClu1YPMvRBFHePIMenM51BYA9tvPfrxmjbjvFZGDx7qTXm6ln+MpqsIuwHdfyxSePANVGaTR8aQRMLK27YXs4kJpECQ86SIyHc8g4anS8QTkrOXJ0+dqx1ON8NRkoYWnRpNLpGENtLBEqdgZVXhargl1T2SFt6xYEf2zXh1VPoXa0t9AZJ6cCMeTFz/HkxUocc5xlFBbUefUMPydR5kkKTy9RJiKAjteqAy19fqdVTqeXqG2++xjP66vFxtaHkZ4ijx+er3Rcy9jSZWwv7Ooa5ynTUqT8BRV30MLz1Bo4anR5BK55ni2tUVzU8J0/m7igHa2shxPGR2VrFDbJISnLFRWHfVzPAsKxIngsKG2LS3i3JHWVueAsaM7niq27UXacjxlV7X1czzpa6tXi9s+2z76/fayQ20B+cJTpePJ09enSXhqxzMRtPDUaHKJuMWFVONXZtyPMALMbSZZdKit30yuYZgDozA5fjyhtiIL5+Sr8JQ9U+/neIrcl7COJyBOmLAOeRqFp4zrN8n8Ui9kC08eYZAGx7OgAOjf3/5bpPCk56CgILt4VpKhtrkuPMM6rUn3S1p4JoIWnhpNLpFrjic7qJURausmPEWH2vq5S7//PTBgADB8OLB0Kd/3eXXQ+VRcSBYqQ239HE9AnDvCc1+XlTlfExV+mFbhyf7Oopc1SaPjSdsCGUXR0hZq69cfUOG5apW47XuFvFqw97So685L9NPrXFRV/bC5vDIcT6/rK03FdrTwTAQtPDWaXCLXhGdQWJMXIoWnCMfTa2Z20ybg5pvNx6tWAb/8Jd/3yapqyy4VYJH0zLJIVIbaBjmeNEcoziCdd+AiwxFLq/Bkc4Q7gvCUTRqq2vIspwKocTzd7ml6/G1t4sSgl+hPg+Mp6nfONQGmczwTQQtPjSaXiFtciM42ilyPz4uog1qRobYiHE+3wadhAO++6/z+V1/l+z5ZobZex5qE8KTXmkj3RobjGaWqLSBvHTgvZAhPdmKGHYyzDoXI3zLJAZufKyRTeIoW0Ly0tjrbfK/zTV0gGeG+URxPkcIzyPVl15GWEYaqsqqtl/OYlOOZJrTjmQhaeGo0tKFQuVh4FOLmeNJObs+eaIPIbduAKVOAE04A1q71f69q4WmJAxWO565d2R32tm185f9lFRfyEp579oibaOAdOMvKlUqquFCQ4xlnxpw6q24C10LUQInCXjPs9ouLnWsNxjlOv22rHrAl5XjS+7BA4RAsaILBIg0FjgAzfcFCVqit2/Y7dXJOtohyA3lCbUW0Z2yVapVFpJJalikqWngmghaemo4JFVy08RE5qJJB3FBbdu3BKB3do48CTz9tunuTJvm/l5155c3vSFtVW7eOeds2YNGi7Oe/+CL4+1Q7noCcXCW/WW1WlInaflLFhdwEoai2g/ecyg61LSlxv0dlrS+ZFuGpsrhQUPi2LHgnAbt2tR/LWEuU9/iTyvHMZNQW3hHtePJWqU6quJCsSawoaOGZCFp4ajomtKHo3t1+rLIhjDIQjys8aWcDRBOejzxiP/7sM/ecQgu6v2Ea5DAFF5IKtQWAN9/Mfo5ne7IcT1lLx3htg1d4GoY4d1LG8gNepM3xVCE8VW2Xd9uySMrxDArfthAdksvreKoUnn7HP3Cg/firr9Sucaky/1G08OStJJ9UqG2/fvbjoIgp2egcz0TIeeG5efNmXHvttRg2bBjKy8tRU1ODQw45BNddd53r+5999lmMHz8eVVVVqKqqwoQJE/D888/7bmPBggU455xz0KNHD5SXl+Oggw7CHXfcgTYVOXIaOdAGkq4rJaOYAoWGx9J8TV6iCjmL0lJneFeUzvzgg51/L1/u/d6oDTKdFQ3qjJMsLvT229G+T1ZxIRXCk3fgSDt1QNykjsrCL0HHKmrgwivmZeTfaeGpVnj6OX70/hcVSm2RBsezrc0pqP3aj/32s0WZYQALFojZh6SWlFEVasv7O8t2PL22mybhqR3PRMhp4fnRRx9h+PDhmDZtGoqLi3HGGWfgiCOOwLZt23D77bdnvf+OO+7A6aefjnfffRdHH300jj/+eLz//vs49dRT8Ze//MV1G3PmzMHhhx+OJ554Avvvvz9OP/10bNmyBVdddRW+9a1vwUiqUIAmHkk5nnEb+7g5FJlM/OIs7KLPfp1H1GIDYWaBVQjPMOcprONJ91Xk9SEL3t+0tNR5jYoaSCdVXChtjqeMHE/VeX+5UFxItKvu53j26GE/5skVDwPbLvE4nnV1YtsU9rv8rvWCAmDkSPvvzz4Tvw+qlpRhCzvJDLXl/Z1luLo853bffe3H69f7R0zJhgrP+vro+6KFZyh87vp0s3nzZpx88snYvXs3nn76aZx++umO199//33H319++SWuvfZalJaW4rXXXsORRx4JAFi8eDGOOuooXHXVVTj55JMxePDg9s80Nzfj/PPPx+7du3HbbbfhqquuAgDU1dXhxBNPxOOPP45JkybhwgsvlHuwGrGwORDU8cwl4enXaQftg9XRRBlUrVzp/HvNGr7PhVm/i3bGaQ61dWPdOv/X/Yo/5ILjGWYyoaoK2LLFfCzD8VS5nIrMqrZRcjxFuVE8gyZZLlhHdzz9hOfOnWaEi6hls+g1VlAAFBa6v49eY4A50UD3Kw7swD6oD+vXD/jgA3s/RMAz0UKvBxFtqp8LKVt4JlVcyOvc9u1rP25rM8UnFaMqocITMO+5mprw36OFZyhy1vH87W9/iy1btuCWW27JEp0AMHbsWMffd955J1pbW3HppZe2i04AGDp0KH7961+jpaUFd955p+Mz//3vf7FixQqMHj26XXQCQGVlZbtDOm3aNJGHpVEB2zCzobYyXey4AxoRhSniOkYrVjj/lhEuE6YzdhvIqQq1dSPofLCDr3wXnha5GGobdKyiigslmePJE0WRj45nGosL0egbIDu6JA6857pzZ6coFTnREFZ4hpms5IWn/RK9XT8xKDrUljeXN6lQ2/Jy55iLd+JaBuzSOVHbcL/jpvdSku5uishJ4bl792488sgjqKiowEUXXcT1GSuP8+yzz856zXru2Wef5f7MIYccgv333x+ff/45VrIOkCbdsA0z7ezb2sStpeWGSMczqvCM4xg1NWWHgAU5fFFIW45nmN8qzhIz7PURdhIkbcJTRsVoOlBrahJzzDxVbWWG2vKeUxnOY1pyPNnjZkWJ6KWu0lhcqLzceX2LDLflTdPIZORVMWYH3kHtBxWAQZEvvCSx5IdfwR+ZjqdfJfkk1/GkDmeciWsavhxlsqCw0Hkeokat+LUldCwj6hrOcXJSeH744YfYtWsXDj74YJSXl2PmzJm4+uqrcdlll+GOO+7AV1995Xh/bW0tVu9dgPhgtjAKgH333Rfdu3fHqlWrsJMMHj799FMApsh0w3p+/vz5Qo5Lowg/xxOQG26bBuEZZ4bVbQZeRCgrC29nbBjpC7UN6kj9BiF0BratLXxHlTbhKaMCrYjKzLwEhbarzvGkYWDbtkXfHiVJ4el3LVGRDYgVQGy7kZbiQoC8PE+eEFMLeu5F/t5hHc8DDrAfv/aamH0Q0YeGxS/vUqbw9BPW9BpvaIi2pjcLr6gXVWBIxG8posCQ371FhWfUtdPzjJwUngsXLgQA9OzZE1OmTMGkSZNw++23429/+xuuuuoqDB48GI8++mj7+y3R2bVrV1Sw6xjupd/eG2EVWS/K+lw/epMEfEaTA7CD886dnY1FRxKeYfdBdMELL3hzPNlGXHVVWzeCxKLfIIQN/Qn7+6RNeMoIlWPbcJnhth3N8eQpOCNLiLgN2GgVcJHCM2itwySXU9lnH/uxyGiSMGHNqhzPIOFJ14l++20xrncYAS4KvzZfZlVbv+OTMYHHu206pt47zo4E74SdHyKEp5/gpmMZINpqBnlGTgrP7XsbwmeeeQYvvvgi7r77bmzatAkrV67Etddei927d2Pq1Kn45JNPAJjFgACgE3sBECxBuovkVQV9zu0zfowcOdL137Jly7g+rxGEW6gjHfDnivCM2tDSji7sDKsq4ckbauuVz5JkqG0Qfjk45eXO5W7C5nmyBURkkIRjQCkpcW5XxICJp6otj+MZNT88iuO5fbsz1CwqYavaihIiPEtrUMEryuEFgguwyKicbBE0mSFruYkwIaayikmxbZ9XgSOLww+3Jx+amoCPPxa7D6raL7YdoW2zzHU8wwhPEdc577b3289+vGRJ9O2JqHkhYvLQr/2mYxlAh9siR4WntX5mS0sLbrzxRlx22WXo0aMHBgwYgFtuuQXnnHMOmpubccsttyS8p5pUQgcdhYVmJ0AbH3awbxjA739vlnY/55x4BR9oY79nT3hRJKKhpZ1e2IFyEo5nY6P3ANtLxMkMtWU77LCws/508JXJxCtzr2JQlbTwBOQKA0oYx7OtLboIjuJ4GoaYSTKeNkV2USPAXXiyQlsUQUtOJFXVFpAnPKOG2spyPAsKgifHiouBww6z/54zJ/4+JJHj6XfuRQtPil/ESWmp8/oTcZ3zuurDh9uPFy2Kvj0RE/EiHM+gyA2KFp65KTwrSafgVlzIeu6NN95wvL/B56au3ztg6Eycr6DPuX3GjwULFrj+GzRoENfnNYJw63j8Zr3uuw/4zW+AhQuBJ54ATj+dL+THLfE9TnhLW5v3WmCqsJbGkA1veIpX6JbMUNsxY+J9V9DgK86gt6MIT1VLqgQNbNzK8UchSlVbQIwLmJTw5Am7lCWA2BB91nmj11djo9hqlEHXFBWeIit+hrlvVQhP3raDrEIgRHgmEWrrd+5l5MHzEHeS0w3ea4wKz5UrowtuERPxooUne08XFTmfk1m8MkfISeE5YMAAAGYIbA+X9aUGDhwIANi0aRMAoH///gDMEN16jxt77d6ZReu76efWesw6un1GkwO4dTxewrOlBfjDH5yff/dd4MEHg7fj1hjFmf3iLZMuE9nrnFqw58mrsVYRamsYTgHoUWzM8X4/6KDXbeAZZ0kVeqzs+n+iihqkTXiKmKmPWtW2tNQ5sx/1/uA9p4WFzoGSCFHAI3qp8NyxQ0yIL0+FUxnFlNxgnSGZBayCrqlevezHIpdTCTNIVyE8eR0qKjznzo2/Dzz3Gt03EXmlfueeTrK2tKjJ07egbYmICaUwobZW/2QYwJdfxt9eWnI83fYjzLrkHYCcFJ5WZdrdu3djj0ujsG1vB2U5ltXV1e0ict68eVnvX7NmDbZs2YIBAwagigiQ0aNHAwA+9sgrsJ4fNWpU1EPRJIGb4+mV4/nkk+7J708/HbwdN4ERp9hKGoSnGzLWPY0rPEWG2rKV6A480P/9UdYdpYgSnnQyBZCzHEG+h9ryDGzoeY4ycOHJdaSIDj/lEQNUiLS1iXFHknQ8g5CR/2YRdE3Jys0OI/rohP7Gjcnsg8Whh9qP16yJP/nJ037RSvcionz8jpuN7lHpiIluS3hDbQsLgWHD7L+jhtuKKC4Ut/3m2Q+9pIqDnBSe/fv3x+jRo2EYRns4LcV6ji6dMnnyZADAE088kfV+67nTTjvN8bzfZ+bNm4fly5fjwAMPbHdYNTlCkONJB1X0t+/Tx378+uvBM5MiGkVKWoWn6PX1APN80Y7Lq7H2yhMT6Xiybge7zAMQLhRRlfBkw0BFDWhEzDLHJW6oLe9kSdgw1CiDt7D3teiCOzztFK0uC4jJmw6b4ynT8WRhC1iJFJ4iwgPjbjeoqA+trLt+vbh9iNJ27Luv837/4gtx++Aljqjwli082SrdKsNtRbclYSYlReR5ig61lZUqoYWng5wUngDws5/9DABw7bXXYj1pGD/55BNMmzYNAHDppZe2P3/FFVegsLAQ99xzD957773255csWYKbb74ZRUVFuOKKKxzb+MY3voH99tsPn376KW6//fb25+vr63H55ZcDAK655hrxB6eRS5gcT5pTMm2a3bjt3g0Erd8qWniGLUWvChHuhxs8lW3ZgYzlKNMBRVzhyQ463ZZkGjvWfhw0axp0XcSpskePtXNnp8MuSngmNXCmxM1NYu+lqFVtAac7EiU0Mux9nYTjKYM0O56AvAJDSU3chPmdqfBk1kVXtg8WmYxzPc84xWgAvhxP0Wup+v3mJSVOl7sjOJ4A0Ldv/G2nJdQ2qE/krdLfQchZ4fntb38bU6dOxWeffYYRI0Zg8uTJOP7443HEEUdg27Zt+P73v49zzjmn/f3Dhg3DLbfcgj179uDYY4/FpEmTMGXKFIwePRpbt27FbbfdhsGDBzu2UVxcjEceeQTl5eW4+uqrccQRR+Dcc8/FkCFDMGfOHJx99tmYOnWq6kPXxIU3x3PtWmdVwQkTnPl9H3zgv50wM8w8pNXxlJX3yVPtz2uGlT6O687QGeiyMvcO7vDD7ce1tf6OWtDgK05HyJ4PGRUT0xBqG7cEPm+xGB6RHVd4Ju14pkEIeW1b1nIqPMgSnkH3P50sElnUKIzoo9E9GzeKyw+POmlF3bG967hHhqf96t7dfixCePqd+0xGbmVbP5J0PEWs8ZwLxYUAnePJkLPCEwCmT5+O++67D4MGDcLrr7+O999/H4cccggefPBB3HfffVnvv+qqq/DMM8/gyCOPxFtvvYVXXnkFhx12GJ599ln85Cc/cd3GUUcdhQ8++ABnnXUWli5dimeeeQY1NTW47bbb8O9//xsZGQuka+TiNivn1vATZxwDBwK9ezvz+5Yv999OUBGZsKRVeMpyPHkaa68GX2SoLa2oW1YGjBiR/Z4zznDuk9/gQZXjmTbhKTIXOO5gIZcdT9EuYBocz8JC94GorOVUeJAhPA3D2S+43T/UbVy1Ssx2geiOZ1ubuGW0ol5rtM2N63jytF8qQ22B5CrbyoyeUDE+ETFpJiLHM2g/dKitg5TE6kUjk8ng+9//Pr7//e9zf+a0007LyuUMYuTIka55npocxa3jcRv0UOF5xBHm/zSfd8UK/+3IzPHkWQNNBm4DdFmOZ9hQW9rRiQy1pWQyzhAhwBygHnSQ87kdO9xDcoFgJzyfHE/R66laxBWevNdEGh1P0XmPaRCePEWN8sHx5JlkGDrUfrx5sxlBwS6jE4UwE6GdO5vtlyWC1q83J17jEvVaE7XuI+Dsw7z6UNGhtkHtSL44nmGivOh5iDp5nSuOpxaeDnLa8dRoIsGbh0A7OCvEdr/97OdWrvTfjkzhmZTb6dYpqnA8kwy1dcPKBy8pAd54w3RC6fIlfgWGwjieuS48Zc3kx10GgDeEsaM5nrztigj3mufcpsXxFNXG8Swh07u3c9tLlojfNk9/JKPAUFSHiqZBrV4tZjkfP2iorQrHMylhQrcrop8Mc40NGWI/jlowSnRVW1kCWOd4OtDCU9Px4KlqBwCLF9uPrdLfUR1P0TmeSRUWchNCac/xlLEu2i23AI8+aq7pak1K8Fa2DZPjKTLUNonlVGTN5KsKteURZXHFEbsvQW1FEo5naakzKkSEAxh2/VAR6wyGIU51aS94KvlmMs61PEUdd9hBOs3zFCU8owqFffe1Hzc1iRGDflDHc+fO+JXbg46bOq8ylidTRZjfl3Wxoxy3iDERe59H2Q+d4xkKLTw1HQ+eqnbNzU5haYU/Ucdz61b/AYnMqrZxHE86sA1bvMJtkN/QIK74BIVnFlh1qC3d1re+5Vxjjg6S/cRQRyouJEt48p5rL0Q6nvT5KE6MV2VmL5LI8Swqcg7GN2wQu12v6yjuuY2DCCeEhdfdllE7Ig2OZ9Q+sarKKRDWrBGzP15QxxOIL3STCmdXTVThuWtXtOrJIsZE9D5vaXHWdOBF53iGQgtPTceDZ+C8apUtpgoKgP33Nx/37u0MqfQLt3XLqWHdjDCiSFSoLV2TL2wj6DXIF1n10SLNobZu8IZ/BuVa6VDbYEQ7njzvkxXeHnYbSeV40hw/0cIzjYNxKnRERXXwhNrKIo7wXLdO/D6EPXbqetJq8zIoL3e2XVp48hHmOKurnddYlGrFoh1PIP7yXEHCU4faauGp6YDwFBegFWv79bMdtIICYMAA+zU/4enWGBUVORuhMI2cKOFJtx92ds9rkC+jEh+PaOKpatvaqiZ8Ke2htiI6vLY2p/OU76G2KsLbw24jqaq2ooVnGlIH/Egq1JZFVNsVVvxQobd6dTL7QOnXz34sW3gCYgsMpf1aF0XYSv5xi0aJmBisqHBGGMQVnkHFo7TjqYWnRuMKFZ6W22lBhadfh+yV4xl1uQwZwlOU4ykDUaG27PtkkYZQW/a76TkUMTkQtgIr7XDT5HiKrGoblziOZ11d/Gubd1BM8w47guOZZKgtnVxIKsyVppUE1TOQtQ8UKjxlh9oCYgtbpf1aB8RMcIQ9Tio8oxQYEiHoM5n40Q1pLR6VUrTw1GjcoB0tKzzpzL/fTKhXYxQ1lLKjCU9RobaAmnBb3lDbMFVtGxqiC4tMxnkeRCxGzw5Ogpb0oeFqvI4nzwCInuso50hkjmdc4jiegLpBscxQ27SsSUyREWrLuyQW7XOC1ovmJawooIX0Vq5UV8nYC5WhtoBzsjjusaf1WqfVk0UUsQp7jdHKtsuWyd+eF3GjG3SOZyi08NRoAKdDtnu3s7OnM78A0LOn/XjTJu/v9Ao7iep4impkc0V4xlnHk+3cVTueokJtgXhui4wiJWGIEmrLFqpyO0fsuoZxnGGAL9TWa8BIz3GUIlthB6WVlc5zIlJ4+m0/iRxPev20tcmroO2GjFBb3jZ80CD7cZQBedC2eaqs035v927/vi7KPqTd8RRJWh1P0eHLYY8z7gSLKEEf917XOZ6h0MJTowGy1+LzC7WluR9+nbFXYxQ1hy8NjqfK2TqeGec0hdryhn8GDQDZYgcqxb5oohQX4glHrKx0Cr64wpPnfTxrTUbJBQvrAmUyYhd+T4Pj6bXdXr34i7mJRnaorV8bLlt48lxn1dXONk3EuY8jFFTneFLi9h+5IDzXrYtfOTrscdLrfOXK8FE5oiJSopoBFjrHMxRaeGo0QLbw9Au1pY5n3FDbXHM800aaQm1FOZ4FBU7xmcvCM4rjySM8CwriVf+NEmrrNVCOu+xElMF4EvlnSRQXYou5ico15EF2qG2Sjidv/yE6zzNOH0ZzjGWv4wkA/fvbj6MUvqGkVXjS8OXm5niuNlt4LmwecUtLeCc7Fx3PXB9zCUALT40GcArPZcucg7moobaiiwuJ6rziLKcSFtnVZL3OCXt+VDie1Jnx2x7P7xinsm2aiFJciLcAi6j1TgHv65Tnt6LCc8uW8JMcUWbt0+B4isx789uujCI3PNCoCRH50ez38DqemzeLcVyj9B9snmcS+2BB19bcuVP+ZCJdo/njj+N9V1qFZ+fOzvFInBBmnhQJlvJyoG9f+++wkyyiHE+d46kULTw1GsApPOlAv1Mnp9AE+ENtRed40u/jydHxQmUjSGdA4+yzF16OFFtYR9VanjzwDELiuHlpIsrgnX2f13UjqvqvH2EdTwDYuDH6vuSK49ncrC63dOhQ+/H8+fG2mTS8A+U+fZwTWSJcz7BLXQBO0b90afx9iCMUaB8NiFnD1o9DDrEff/RRvImWoOOmaQNxw13DIiqEmXfCkCWOuy9K0IsMtdU5noFo4anRANmdmsX++2cXaKFCdNs270GsV2NEHccw62jKEJ5h1/EMi+yqoH7CgP6twvHkJazjKaLaYC6RJuHJ81uVlTn3JazwzBXHs2tX5z0V9jijbpcKgLjOU9Lwiu2CAmeKR1JhrsOG2Y+jLHchYh8sOnVy9l2yw23pdbdpE/DVV9G/K+i4aS58XV307URBVLXgpIVnWkJtdY5nIFp4ajSA00GgsGG2gNPxBLw7QK/OJmql0Vx0PEUVRIry/WkVnjzOA50IkT2znzbo+fFbcoKKr7DuG09VW8Nw7ovf9UvdqbCVbZN2PHmFbyYjNs+Td7tUACxYIH+yTCZhhBfte5IKcx0xwn68cGHyy4qwtRhk0qOHU5TNmRP9u4LOvYwKyryIqhYcVXjScO5Vq8JtMy2htkG/L438SVP0VUJo4anRAOaMFFtNFMguLASYs5N0BsurwFDY8vVBqBaejzwC/PrX0Sp1WsjObfETnmlt7HnOCc1nUlFII03wXjNUfIUdhPI4nux7ZK2/lyuOJyBWePJud8QIO0qkpQX47LN4202SML81HZAn5XgOH24/3r49/pIqcfsD1e3iscfaj2fOjP49QYJbRgVlXqi4Div8KFGFJy0eFnb7ohzPuKG2YUKpNVp4ajTtsLlagLvwBPgKDEXJqfFDZVXbp54CvvMd4A9/AH7+8+jbygfHU3SBJJ7fkc7sa+HpThz3g6e4EPseWUVBknY8w2xflvD0225RETBqlP3322/H226ShDnXaago2727U+wlXd1VpeMJAJMn24+ffz56/mWaHc8hQ+zHn38e/XuSEJ5pcDyjVPPt4GjhqdFYuAlPt1BbgK/AkGi3T6Xj+Y1v2I+nT3ffBx5EzUjyfD97jkUJzyQmELTjaSJLeGrH0yZMO0WXtFDleALA+PH2Y9oe5RphfmvqREVZpoclan9Ew23TJDxVtIsnn2yH+m/caBYZikIY4am6ivnBB9uPv/gievEbEcJzw4ZwofSixlhxhCc7JpLVT+QRWnhqNBZhHE8qDLwGfrkiPHkdvT17vAWc10A+yeJCokJt6Wfpd0aFJwSbXl8qZvbTBG+IumzhGcbxpHmoYa+1NDmeaQy1BYAzzrAfL1okf5kmwFkEjncpoCCScpfZbYdpi2m4bVzhGbc/UN0u1tQARx9t//3889G+J+jcJxlqO3SoPSZoa4vuerJtqlduPku/fs73hskzTUOobVTB3YHRwlOjsWCFZ0GBt+NZXW0/9qo6mgs5nm1t2QNstiG1XA6/BnnPHvfn8yHUlgoJEceQVKitisG6CJJwPN3OTRjHkxboCBsWmUuOZxLFhQDnBGBLC/DGG/G2zQM7uRg22sONMMdMz/XGjfGX2YgqPGll2yVLktkHiyRSEE491X48a1a071AZahu2nS8sdIayz5sXbbvseIc3r7G42Fw+yCJMuG0aQm1VpWTkEVp4ajQWdIYbMBtjWkSIQoWnl+MgOkRThvAEssNt2dBhy12hwjOTcZaA9wqPSbK4EJ1FjSO6ojiefttTGWpLq616TQ6kDd77Jk2OJ11rcvHi6PsS1fGMc33nguO5zz7A179u//344/G2zQNNp2hri+8sA9HPdUuL2gkGCs0BDHtt++1DlEm8JCJBxo2zH8+fH20CIEggiQy1jTLuGDPGfixCeIbt66PmeYpyPOn+hv19teMZGi08NRovjjzS+zXqOPA4nl6NUZgBoyjhyQpsVjSy65VZwpSulVhVxbceaZKOp4xt+AlPXpEXRXhGFRZ0ckBUuKBsojieYQflUXI8ZQnPuI5nU1O8ZZGiunCqigtZfOtb9uPnnpPv4FdVOfdLhMMW5pjZNlbk+Q7Tf9Bre+XKeBNYuVZcCABGjrQf19VFq/yqMtQ2yjmmeZ6ffKJuuxZRhafsVB4eVNUCyCO08NRoLGjjDwAnneT93rChtrRRpI5jmMWiZQlPdtDKFrKwllOhM7G8wjPOjCQN1fGahVQhPHkdz8pK+7Hf7xpWeDY3R19UnDr2UYtGqCaK8KyvDzcgDlvVNih0jIaCrl7Nvx9AtHuECk8gnhsW1YXbvJlPwIvYLgBMmmQ/Xr3aXNMzKjyiNZNx3odxlpWyCDNQFr1ualRhQJd1aWvLnphUsQ8WSRRd69zZeX/Pnx/+O4KOu0sX+7HXeIKXKGKMCs/586OFlSfteKZFeGrHMxAtPDUai/POs8Vn797ACSd4v5cn1NZrhjnqrK2oRragwOnOscKTHcTW15vvocKzS5fwjmfYfQ4rbGU1+EkIT1ZYRB1k5bPwpOGmQPR7iec9QYIwziLsUe6R0lJnKHmYSpAsUYWnYcQTY2GPu3dv4LDD7L9ffTX6tnldChpuK0J4hp1kSIPwLClxnod166LvQ1yHKgnHEwAOOsh+HGUd2aDfPaliYRYHHmi3J7t3RysiFSe1KIrwNAz5VfN5YCcxRdTzyHO08NRoLAYMAD7+2Fy78uWXnUKChcfx9GqIo3aeohxPwH9JFbdQny1b/B1PL7cpTsfAs+xLLjqePB10UZFTfEYVnjTUNgnhSa9TXneMNySwvNx5jYgWnnGWvghTzCrqPSJqUfIw26+ocF7nccRQlAEyrTAaxXly27bf9kUuHwOEF15JLV/DQidW4ghPkY7n9u3xHPcwUOEpw/GUVSyMtz3p1Ml5jHPmxNuuCuHJurJpcDwLCvir+XZg9BnSaCiDBgG//KWzEXYjTqht2oWnW3GDzZvj53iG7Rh43DrVwtNvGyIdT0BMWBk9h0nkeNJrhDcPMcwAJsq9xM6UW8/57UfQtdW3r/O7woiEpPOUwg4YRblwUQbIcQWA27YB7/aUCq61a6Nvz227Ks81EM+Rote3KOEZpb2m9zsgpuATDzTPM0pl3zDCc8+eeDnbUQUgrWkxd6667QJO4bl2LV8ofFpyK8Ne07lSXV4i4nu5118H3nzTnPX1ckEyGeCBB4RvWqNRBnW+vGZdc1V4ujmetbVO8VdR4XyfjOJCPI6nyHPiRRTHs77ezIdym/0MIzytQU6uhtry/IYsYQbI3brZgoD3XuKtWhhGEJaXm+GIVjjmihVOF9SPpMPFooihpUvNxxs3qtsu4FzaI2wurde2Cwq83eM4IdRB282VUFvAKTzjCPC4jmdlpdkGW23yli3OMGBZ0DxXGcWF3HK26TkXuS0vDjnEfrxwobrtAs6+s6XFbKOD+vO0LGPCc9y0H8yVlBeJiPulduwwF3l+661gRa+Fp6YjwJPjWVtrvo+n0UxSeLJkMs48URk5mGFFk6jQQ5YowhMw99ktXJs3lFREPlMuCs8w10wUVzhKyC+PSBg82BaeS5Y4l2HwQzue/MdNfwcVS8jQyQMRjmeUvFaLOCIfyI9Q20zGbBetAniq8jypI7d9u9lH0iVQggg67rIys6202sjt26MLz6jtyYgR9uOFC837K0yfqrrQT1ocT57zzVYt9pqU7iCIuzp+/nPT6Rw8GLj0UrMEd5gbU6PJN7ycG7Yoys6d2c8FfZ/qUFs3ZC+nEkW0yIB3ORVWZNbVBQtP2aG2SS+nQn/Dlha+SZYwA5iePe3H7PqzXrhVbAyqasszkBo61M6NCrOkSi46nhZxhGeSgpvXVacL27PVvqOQD45nksWFALNdtH4LVZVte/Uyfy9r/9escQq1IHiOu6bGPreiqlSHaU+GD7cf79hhXm/77BNtuyru51xyPGnVYsMw++IOrI/E/VJPP23enO+9xzeI1mjyHa8GiW2ceEP/ZAlPVjTyriMmezmVpN06C17Hs6zMnMW0fk+vPM+kcjyTOId0+4A5gRDU4UYVnryOEO9SAWGv3SFD7Mdh8sCSdjyTKngTpW2gDkyUJR/ctu13zPR+j7M9iziOZz4ITxHiJInKtgUFpvu9fLn596pV4YQn7xJa1rnlnUSLui03amrM9tTa9qJF6RaeIpcxoZ+l/X3Y/fBqx9g+b+fODi08xXm9O3aYFee06NRoTEQ3xCK/L26oLcBX1TbOoDotjiev8Mxk+AoMRVmnMleFJ/0NAb7fMcxC91QEiRaeYa9dmgcWJh8w6uRMnMGS1/bTHmpL74lt28JVD467bRHEOddbtkQ/3ijbprChtryTpSL3wSKu8KT7HiaUlIbbylirl4q8OO56nHNMxXTYJVVE3lM815fIUFs2FDYMPMddWupMTeKNKstTxAnPIUOSCeXSaMISteMJS5gBNA8iHU+/aqNpCbVNWjRZ8ApPQKzwpI6niBzPpENtgfDCM2gAQ4Unr0vgluMZt6otEL0CatTJGTpYohWnw9DW5mwPVYZ/Rhmo0tDXsNWD425bBGGvKXp9A8k4YYDT8Wxujj4RJiKsnJobUdrFqPvQv7/9OI7w9Dr3ooRnnMleGm6rUnjSvg4Avvoq+DP0ODOZeDmT1H2sqws3scJ7vkW013mCOOH5k5+YFW2tanea/CAfSz+rGHQYhrPxErEdWcKTdSv9lgKhyC4uxDqeSV2LvMupAPKEZ9SBHt1fEaGCYSkocIp1HuEZpqptmhxPWohm40Z+FzLqQJjmDUUdyERZCy/JHM/ycmcFUJ4Bqhu89yD9PbZvj98GhT3m8nLn76xa6FtUVTnzxaOG26bB8Yy6D1R4hq1sG1Z4Rr2uebflBU0XWLlS3XbLy51tOc+2RebGs2GvvGMgdj94had2PAVxySXAT38KjB8PTJ8upgKcJhnozFG+C8+oDVZQrpGMxY1FCk8/0cjrLqosLtTaGi/MLA5pcDxVFdGQQdiQ6SRyPIOKC/Fcu6wbxzt4jOpQ0LWEowrPKHlSVHju2OF974fZdpjjFpFvyLttum7o1q12jl9UovQ9MhzmsP1HJiNmTdNcFp70+MMKQ5WOZ5zxjWxX1w+aqrBiRfD7RebGs8IzTLgt7/mmE0haeAqisBC49VbzhrnkEjMevrDQ/V9S1ac0fFDhGTWXI82I6PyowHBrpEQmvluocjx58ylVFhcKs1+i4a1qC/AJT15Hj83x5JkEkj1RFOX7ZQpPOkteW+uda0yJUlyI5/4tK3O6QryDlyQdzyjtFBsWFzUMPOpxqxSe3bqZ1Yot5s6Ntj2LKINlGcWcovRHIs67CLGQlPCkbX/YcRHPNkVVUI7zO8t2df3Ybz/7cVjHM+74qrTU+fuGEYba8QyNOAW4775y8+U06qDCM4nwPNmIaLDooM9tXSZ2QEeFIjvI4nUYZTmePMLTMJzOX1FReMczTqgtYJ4net5VkQbHs6XFvM5o5xXnu6MSpYS9KscTMNfRpM6EG1FCbaNUXeUlqhOVlPAsKzOvc+v63rIl2pqDueB4AsChh9rL43z2WbTtuW03ScczKeGZy45nHJJyPOMIz507zXaFt8+Ne15pqgLP9SV6GarOne3rKYzjGSXHUwtPQYSNB9ekFzr40Y6nOzTMzTDMhoo20H4DutJSsxGyGp9Nm5wNvheqQm3dxEFjo7Mx7tw5fFXbsJ0D/X6v/VJBGOFJHS8e4en3O3btagoZy2XcsiV9wjPofADxhGfQdV5WZt53lvDauDFYeEYpLiRzgEq3HaZARlLCEzAnRajwjELUSSkqgGTneAJmuO2jj5qPRQpP3mNOi/Ck+xG1yJEIsUBzfGtr4+2DKuHJc61T4blli9nv8LSvUbblRc+e5tjA6s9Xr3aGm/sRt5hi2IkN0ctQVVXZwlM7nlIRF2qryR/yPdRWRIPFCgB24BeU4xm3GmfchtZLNLa0uA/M6+qcwrOqKnyobdh9zmTSsaRKUo5nUZFzkMUzwBc9C8zCCk+ebch0PIHweZ4yHU+K7LBnEcIz6iLsIvKPo7YNNCRRhfN2wAH2Y57cMz+i9D2ihGeYol1u0PtMhPCM2ofFFZ5JrJvLc9z0dwaSqdicyUTP8xTpqPPkEMtwPC1k5HjqqrbtyBWe27eb/zS5RUcKtY3aYBUXO3MQ2YYkyEmIW41TluPpJQzq6pyzdJ0781W1jTt4T8OSKmEGKiKFJ+AMK9u82f+9Yb87ClGEJ32P26QGS9gBco8e9mOe0DtZOZ6A8/eXPbhI2vG0UL20huqQT9rOxZ2IjeJu0+s7TpGxuG0D3Q+etkjGPgDOaKOGhvBr2EbdB79UmjDb9LrWy8qcS8VEDbeNO76JmuepOpRbhuNpEVV4+u2HLi7Ujnjh+cILwEknmR1w9+7mv8pK4OSTzdcEMWHCBGQyGc9/L774ouvnHnzwQYwdOxaVlZWoqanBpEmT8O677/pu65133sGkSZNQU1ODyspKjB07Fg899JCwY0kdOtSWD7+BX9qFp5fj6Sc8/UJtZTieQDocT0pQDp9o4Rl2sCd7Np8VniLWp2UJe83Q9/C0V7Kq2gLilkTggbY/UZwfwHmuMxn+3zNJx5OeY962M862qRhYtUp9dW06+bRtW7TvMIz4bbEIx1NE+0SFJxD+2o8qzOKsHxpFnIRZ0iPKtrxISnjSFIlt24L7e9GTrNTxDCMMdY5naMSOTK66Cvjzn+1OvEsXszOrrQVefhmYNQu44grgttuEbfKss85CJR3s7aWvS7GDK6+8EnfeeSfKy8tx4oknorGxEbNmzcLLL7+MJ554AlOmTMn6zIwZM3Duueeira0N48aNQ/fu3fHKK69g6tSpmD9/Pm699VZhx5Ia8j3UVqTwtGYlg4QnO6CL0okn7XhGCbXNB8czDKKFJw2/4hlkqwy1LS6WU1COtjlxFgX3IorjGUZ4zptnPo5TIIQH0Y5nmLYwSeFJ287a2mi5cGG2PWaM+fs3N5vt4/z5ZsEhVcQRPBZsPx7X8Uwy1Laiwuz/rPu4tja7yJiMfYgjvHm3KaI9jSvu2fuLFxE5xLSmwVdfAYMG8W0vLaG2WnhyIU54/vvfwJ13mhft9dcD3/mO3THu3Ak8/DBw003me444AvjmN4Vs9tZbb8VAuv6PB7Nnz8add96Jbt26Yc6cORiyd6HcOXPmYMKECbjoooswYcIEVJPZtG3btuF73/seWltbMWPGDJx55pkAgI0bN+KYY47BtGnTcOqpp2LChAlCjiU1aOHJh9/Ajw5uM5nsAXQuOp5sqK3s5VSA9DmeQQQtswNEXy6EJ+dHZaitDGGrAt4wuSgDOFGVKXkQvY6nauEZdYBMBZC1fZr3yUOY4y4rM/M8rcJCK1eqFZ4iHE8Ry3tRQbJjR3zBH2cN7epqW4THcTyjXnfbtpnfw/v5KNvkWRpK1LYoUcVv3Bzi4mKzv7P6ubVr/YWnzFDbqMWFeHM8O7jwFDed/Ne/mg30m28CP/6xc1BeVQVcfjnwxhum0/LXvwrbLC+37XVZr7/++nbRCQBHHnkkLr30UtTW1uKBBx5wfOb+++/Hzp07ccYZZ7SLTgDo1asX/vSnPwEApk2bpmDvFZPvOZ6iGiza6bIde1Djn7Tw9FpORXSobdxznWuOJ61q67W/Mh1PlaG2uSo8eUNtowySRa3Fx0NHdTzLy50TPFHct7DbTvJap47n7t3RJuBECE9W8EfJ8xQ1MUYLDIWtIyLC8QTCXfe82xw82H78zDP83++1LZXXrYjfNkyeZ645njrHsx1xwvPTT4Hjj3cutswydKj5nk8+EbZZHnbv3o1XX30VAHD22WdnvW499+yzzzqef/755z0/M3nyZJSVlWH27Nlo9Bp05yo6x1P+NqJUtU1zqK2M5VSA3HM8qfCsr3d/jyrHU0WobdrgqSQbpaptGh3PfBKeYa+luPmGYY+btreqJ8Co8ASiuZ4ihGcSgt8L6varcjwrKpwToWGOn3ebkyfbj++7L1xV2bDbEo2I7dI8zyDhmWvFhej3R83JzxPECc+mJuegy4uKivBVyHx44IEHcNlll+HHP/4x/vznP2O1y4365ZdfYs+ePejRowf6uazxdsghhwAA5s+f73j+008/dbxOKSkpwYEHHojGxkYsthaXzhc6UqitrMFz0JpWYZeAYL9T1nIqfsKT5ixWVPBVtY27z7nseHoJzzAhSXFyPDuK40mvEZ4Bg+wcTwuVxYV27oy2fIsI4ZlEhdO4FVbDrjm4//72Y9X9fVmZ8xpPSngCzn4rScczCeEJRLvuWlud96bfNqdOtR8bhpmyFva+zmXhGdXxzIXiQnFc+jxDnPAcNMgMpfUabAHmwPGNN/zjtkNy00034W9/+xvuvvtuXHHFFRg8eDB+//vfO95jiVE30QkAFRUVqK6uxvbt27Fr78Bl586d2LF3Ftnrc9bzq8JU/soF8j3UVkXDHCQuqJO1ZQvfeU7S8ayvd3aAhYVqigvFcTxproqqCRQeoRxm0BvW8eyIobZhXUa3HM+gqrZpdzxbW/37Xi+iXi+s4xlF9MZd6N5ChfM2YoT9eOHC8NuLS9wCQ6KEZ5wCQ21tznY4F4VnlOsuzLnv0gW48Ub77zffBN55h3//ALF9QJh+U7TwDFrLU3RfJHsdTyo86+uFGnC5hjjh+c1vmjfilCnAkiXZry9bBpx5pjlLdO65sTc3btw4PPzww1i2bBkaGhrw5Zdf4uabb0ZRURF+85vf4M4772x/b91ep6YTHRQyVOx1KizhWUfcHa/PsZ8JYuTIka7/li1bxvV5ZehQW/nboAOJtja+0ulJFhdye15FcaE4jifdnqolEESH2lLHc9u24M6qIzqeYV1GmY4nzfHcvt37vhABFZ5AtPAtEY7nnj3RRK8o50mF8Bw+3H68aFH47cUlboGhoCrrvIiq7AqIE56qcjyBaNcde9xBbcmvfgXQKLuwuZ5x+wAaEhomhF+14ym6LxJRXMjvuNmQ+Q7seoobmVx7LfD008Arr5izg4ccAljVZletAj76yOzwDzsMuOaa2Ju7kc4KARg6dCh+9atf4bDDDsNJJ52E3/3ud/jBD36AcuqYaPjI91Bb2a4QENwYRakcp6K4UBhxR4VnU5N5rbDVe+Oe6ziOZz4IT+p4AuZgxyMCI+u7O0qOZ1iXUWaOJ/t7bdhg94OiYSuKRolOEbGmIWC6ni7LmknZNqA+5JMKzyVLzGtD5fVPz3eSobZxQpzDCjA/qHuUlOPJe/xhz31hIfDd7wIff2z+/frr3LuXtb0o55hOcoRx15PM8RTteMoQnp062csyAabwZPuLDoI4x7O83LxBLr/c7BA/+AB4/HHz3/vvm89dfjnw6qvOwaRgTjzxRBx22GGora3F3LlzAaB9nc8Gn0F1/d5BYue9Fx9dG9Trc+xngliwYIHrv0ECQ4+FkO/CU7XjGVckWiQZausGFZ6Ae4EhkaG2ueZ4NjS43z9hrr/ycudMbFCeZ0d3PKMKT1FVbUtK+HKf00LU66W42Ok6RSkwpDrkkRJ26YchQ+x+saXFjOBSSVQxYEHPtdvyXlH2I6wAluV4hhWeqkO8oxz3uHH243nzwvXLcfuAJIUnjfAJOr80+kdEXxS16izv9ZTJxJ9AyhPErs5dWQncdZc5E/TGG8Cjj5r/3njDfO6uu8LPikbAWi5l/d5BSP/+/QEAaz1ixuvr61FbW4uuXbu2i8iqqip02Xshen3Oen7AgAHidj4NdKQcT1mD57hrWgV9p+pQWzfoAJv9Hou4nRH9fXjXX3T7bBLCE3AXHmHPSZg8T9luvujOXgRUmPNMTsh0PHONOPdn3Mq2uRRqW1rqrE3xxRfhtxkHkY5nnGs5zn6kRXgmHWrLs82DDrL76JYW4Msv+bYFxG+3khSe9HNBeeP0OMOuJ+tG1CrhYY5bFxgCIFp4WnTqBBx7rJnLee655mOf/ErRbN/7g1o5mMOGDUNpaSk2b96MdS72/cd7QxpGjRrleH706NGO1ynNzc34/PPPUVZWhqF+S8jkIjrHkw/6WTb3LmgbrOvP03mm3fF0E1lxHbKoi1kDzvOuSniy7RwbbhulwEaYyrYdMdQ27DXCW1woqfXwVJKk8BTlPKmqrkqF58qV4bcZh7jFhURNhMZxXtk2OBeFJ53k4s1rjiI8i4qck5hhJl3jttFJCs8wiO6L6DXV0MA/ZgizH3Hv4zxBjvBMkM2bN+Ott94CYC+DUl5ejuOPPx4A8Pjjj2d95oknngAAnHbaaY7nJ+9dU8l6nfLcc8+hsbEREydORBk7AM91qONpGNEqFqYZUQ2k37pPQdsoK3MKihUrgrcnazmVtjb7u8MIT3aW0a3wTZKD9zhuaVSChCfrtol2PNMeapuGtkQ7njZJCU/DcP4OYa8l1Y4nAOy3n/2Yp70WicjiQvnmeMYpLhT2uosyEcoKGFGpNzzbi9JG0994927+MYHovqetzb+/EC082WJtvK5nmP0IW6U+T4l+ddx4o3kTXn65eaEyxX58yWSAG26IvOl3330XmzZtwmmnnYZCchOvXLkSF1xwAerr63H66ac7lkG5+uqrMXPmTNx0002YPHlyezjunDlzcO+996K6uhoXX3yxYzuXXHIJbr75Zjz99NN48sknceaZZwIANm3ahJ/97GcAgGsEFEpKHWz+R1ub/MZSJaIaSL9kdJ4cz4ED7caHZwZdluMJmG5lZaWzkykv9+90CgvNf9Z+BeV4qh68JxFqay0zY7m/rPCMMvgK43iqXE6FN7yJvi8NJeRlVrXNNei5CJv3Rwf/YULT2O0C8RzPujqznQpTOyJKH0CLROWa4ymqz4vjeIoUnkkVF4oC3V5BQbT82jATdiIdT8CcYKDVZr0QcV7pZFZLizmpwBYysxAtPCsrzd/GikiqrXXujxdh+gmVy22lmOh33e9+ZwrIc881Lwzrb54bJKbwXLx4MS666CL07t0bhxxyCKqrq7Fq1Sp89NFHaGxsxMiRI/H3v//d8ZmJEyfiiiuuwJ133okxY8bg61//OpqamjBr1iwYhoHp06ejmnakAGpqavCPf/wD3/zmN3H22WdjwoQJ6NatG2bPno3a2lpcffXVmDBhQuTjSC35LjxFDc791n3iCW0aOBB47z3zMc8MuqwcT8AUjUHC0+3eLimx3yOjuFAckhCegHneLOHJCve4jqfMUNt33jHXKLzgAu9BfJTfM05lYhnwFhcS0U6kweHlJaybE7VADRBfhFDHEzDDbffWcgi9fe14RtuPOMIzqgCzYENtDYP/+k1SeIbZXufO9jkOI67j5uGXlZmRO1a+/Nat4YVn1PFJTY1z26tWeQtP0fUGCgrMKDbrXEdxPIN+37BLf+Up0e+66dPN/60Taf2tgK997Wv40Y9+hLlz5+KDDz7A9u3bUVFRgTFjxuCcc87Bj370I9dlVO644w6MGTMGf/nLXzBr1iyUlJRg4sSJuOGGG3DUUUe5buuss87Cm2++iZtuugnvvfcempqaMGLECPz4xz/G1KlTZR9qMrCNRr7leYpyMvzWfeLpbGiDypMvItPxtEQjKzzd3kM/X1pqfyYo1FZGJ+83sE9KePoNqKKsp0cdT1mhtu+/D0yYYH7+ww+Be+91f19c4Rm2MjEP9HzzhFTLdjzLy+17Jcr6lh2BuPl+JSVmaJw1ONy0Sb7wZB3PMGInLmksLmSFYfI6zSL7Aio8m5rMib4k9oMH2keFEdu9e9vOepiwTBFFd7p1cwpPHkSc10zGvI+t4l2rVwMHH+z+XtHFhQDzurKEJ6/YD9MnascTQBzhyYouhSJs+PDh+Otf/xrpsxdeeCEuvPDCUJ85+uijMXPmzEjby0ncHM98QkaobdgcTyDegDmu8GQbSDeHjnbke/Y4G1irOrXXeqBA/DwuHvwa/aSEpx9RnJ4wjqff7KuVr+02WD7xRHvf7rtPrPCkea8yHE/qwvDkGvLm+0Z1PLt3twctsgtIBIW6pxURYZc9e9rCM86aklEcz127TAHIhiXKgg21DSt6ZQhPgD8MExCbBsBEp2H7dj7hyfZJac7dDjPhSBERZdStG7BmjflYpfAEgAEDnMLTCxnRVFEq24bZjz597McdWHjmXXEhjQBY4ZlvS6qoLi7kJRJpx+KxZI8DkcIzk3FfUsVLeLLHZ4luv/w9kTk9Xmjh6f39RUX+rjWFvce9ctjSGGpL8/3q64NdRpnreALxq73yksn4R12kGfY+iDJwjFNgKEof0K2bs9KoyjxPKnD37Al/H4nq88rLnfdzGPdVdHE82vfwulNxc4spsifkkxaeFqqFJ41cUC08o1RLDnPcrOOZS6kYApEvPFtagHvuAX78Y+CPf+zQa9fkDB0p1FZFcSG/HE8L1cWFAPclVbyEZ12d87PWAMzP8WTFngzHk4pdNtwmX4QnFVbbt/sX6GHFEruuKPs7Wuy/v/PvRYvc35dG4dmjh9P9CRIhsqvahnVg45AvwjOq42mhQnhmMqYbY2E5QipgncY4+ZVxRZ+I5Tbi9gWZTLQCQ3GvO78oJ9GEKSpHySfhuWqV9/ty0fGkwrO+Xv41lFLECc8bbzQHw2++aT/X1mbmDV1+OfDXvwK/+hVw+OHhq5Bp1JLvobaiQn78HE+ecB4ausUjPEXnpgQ5nlS00Hu2Uydb+IZxPHWobbQcT+p4Av5hhew1wgpPLzeQFYReM7FxQ21l5HgWFTkHSkGDNNk5nqocT0ALTwsVobZAuOgDkZSUOCdwwlYRFtl3RM03Fd1/RVlSJe51FzfXNgy55niKCmFO0vGkwlNGjmePHs4+v4OG24oTnrNmAf36AePG2c898QTw7rvAQQeZOUNnnAEsXw7cfbewzWok0JFCbeM0WFaeI5DtJPF0srSB3brVdh29UO140lA22gjTWd8wjqcOtc0OwebJ0yovd55zP3eHnVSxlnexcHM829r8Z5a9vj8tjifgFCFRhKfIqrZUeMrO8aQDJdXCk167YfsI9n6MUuFUdagt4BSeUdYPjYOoKsJx+w4RjqeIvoA6nrzCM26flAvCU0S11yjHKTLH08KvXxJd1RaItkRUmOMuKHD+rlp4xmT5cmD4cOdzTz5pdk6PPgp8//vAjBnAvvuaglSTXvLd8RTVQNLzxA5ceTp6NjQ06DzLFJ6WaKT7TTt2SlThqR3P6Ncer7vjNqlCJ0jcHM8NG/jX1/QLbfZChfCkzl9QjmeU4kJhrt2OEmobxR2wYK/TKNVhVYfaAsk5nnHJR8czrjiKsh90m7W1ciflRTieUau90uOM4iaLKmDlF4oqo6qtbMcTiB5CnUeIE55bt2YvtvrGG8CQIbYgzWTMUFs/+1yTPPme40mPJ84ssh8ySraLFp5uobYUKjApVMjILi5EP+MmHjuK8KTH4jXYMQz376fhtm6iLEyRFPobs0vyeCF7ORUgnHCJEmob1fHMZ+EZZXBqIaJ9pI5nvofaxiUNOZ4iq9oCyQtPw5CbNkavta1b+ScHRYSg0kln1Y4nb1suu7iQjBxPwDlmyrdoQk7Ejbq7dwfWrbP/XrjQbJgnTHC+r6SE/wbSJEO+O54qkFGyXUWoLcVLeKoMtfULZ2a3wTb6QaI1CWSuIedVsZEKT7dzuGIF/zaiOJ6yl1MJS5RQW53jmU2UUEcLEfdB0o6n6lDbOIjsj9LieFIBHFV4hhUsXbo4+16Z4bZsbj/v9SZCkCXpePKSlhxP1cedB4gTnsOHA++8A8ybZ/59223mzMWkSc73rVzprOykSR/5nuOpAp7GiBWPQRMyuex4FhVFC6ej23ILu+GtassbXikb0b8hxWs2PyjUNqrjmaZQ2zCodDxl53hS4Rm24Exc4uS7iXC/qOMZVuBH/W3ptZxLE+hpcDxFVrUFxDieYSOe2Gq6MoVneblz0pB3W7nueFL8TI9cdTwpejmVmFx1lXnhHX642fFOn25W7Tz5ZPs9O3YAH30EjB4tbLMaCeR7qK0KeHI8q6udYiyoE1fteFLBQqGCg9fxjNoRBZWv7yihtjywnZg1qIrieHoNqvNBeKrO8ZQ5uKD3n+prPGnHkwr8hoZwYdwii+3kArKEZ1pyPKMu+RFlMlRlgSF6bfK0I62tzvflouNJ7+vdu72dXhnFhVTkeFJxGzZFIE8QJzwnTQLuugvo29e8WI4+Gvjvf52Dk4ceMn+kE04QtlmNBNjGWAvP8PA6nrSB95u1Nwzn7yBrORWKl+NJ8XM8RcxI0n0IG2qblPCkv02QC6yCKI7nV1+5f1dc4SkrxzMMbu2Z26BOhOPZ1OS9dmquE2cALsL9YmtKhBnE5WJ4HG2vw95HsooLJVnVNqnKqyqFZ1hEFfSjk0q7dwdX3AfE/b69ejmjGT77zP19MooLya5qCzjXbw+T5pJHiK2scvnlZvnj+npzPc+DDnK+fskl5uzJ978vdLMawWQyTvGphWd4eHNqeAtksOGBKhzP0tLgjsvP8RTREQWF2qoQnvT655kh9xN6Is5J2PsxqLiQm8hcu9b9u3Ihx1NUexV14oQOTAH54bZJwTqeYZxdEfdBSYnToch34SlK6CfleKatuFA+Ck92olNEVVuAz/UUWVyIagce4SnD8dyxg69NC7sfVHiGSXPJIySV9PSgvDw7OVuTTmjug87xDA9vI8xbiES28HRzPIFg19PvO6KIFL/tJ+V4hu1Q/UJbo3bOQSHHftBrxU2UuQ3YRQpPFaG2dKY6ymAwyPEMM7ApKgrXfuZqng8dnDY3By9jQxElQqLmeea68Aw7mSHT8eS9fvPR8UzbpJIox7O83Nm3qxSegFN4zp/v/h7ZOZ6trXxtWhzhybt+dp4hTng2NJjLpLA/1PbtwC9+AZx6KnDZZcCyZcI2qZFI0GBV4w9vI5yk4xkUagsEC0+/UNsoS2+wiCouFEd4hq0I6ecwRu2cZRW0aG11HzytWeP+/rQKTxnLXIh2aLyQWXBKJuw6v2HyPEUNUuk+hFnaImqVV/r7qC4uFNVpBOQ5nk1N/GG/oosL0f3Yvp1vnCLiPMT5HWQjcu3ssMJe5DU2apT9OCnHE+ALtw173HRM5TXuynPECc/f/94sJvTFF/Zze/YARxwB3HIL8MILwD33AEceCaxfL2yzGknQGXstPN2hYZesMOQtXsGbxJ9EqC0Qz/Gkf4twPBsanOfBMNQ7njznXUaobZw1E/3wCpH0Em8icjxlOHx0aQ1RwlP0QDnp7YimuNh5rUctNBPnmKOuwxz1Poyzdmhc0hJqy044RC3sExd2TU0ekSBiMkllqC29vnmKookUnmGLh8kSnp9+Gj7NJiqlpc4JeZ7JLBn7keeIE56vvgoMGgQceqj93COPAEuWAMcdB7z0EvDTn5rhMLffLmyzGknoUNtgqLPFzvryzqjzVq3LdcczqvBkK+tSIceek3wOtY1TQdQPr8EzTyXBKDmehiHHKYrreAat4ynT8VS1HRlEvS6TDnWNun127VCVYdJpCbUtKXH2C0kJzy5dwlWFF7UPNBwzjMuuYltsPxdnnJCk4zlmjN22NDcDs2dnv4eOWaJGVLnB5nkGoYVnaMQJz9WrgSFDnM8984zZMEyfDnz968AddwBDhwIzZwrbrEYSOtQ2GCqKRAkML3LR8RQRakvFMbuNoNndKKXy3QgblifD8ZQVauslPLdudZ9hj+JiU8cTkBNuS4Un70LrfrS1iVmWgIdcdTyB6E58PgjPPXvC51vHEaqiQm1F9B1J5VdSCgrCt4si9oF+TvbYKOx5ZkVQnD4wjuMZ9xorKnIuxfjcc9nvETGx7UZYsR/2mqITsbInLlKKOOG5fbvzBzMM4O23Tct8333t50eP9s4f0qQHHWobDBUYDQ3O8yS6k2VFgIrlVADvtTwtZIfa+nWcIsOK/AjbofLmeIbpnGWF2tIJE9pOA+7FWuKG2gJyllShg6SdO+N/H3ttxbnfgsSGKMcziSJFUSdEknZ544S8074x7CRHnH4hLY4n4BTBvPsi4zdP0pVTQdj7S+TalkmIesqpp9qPX3ghexwqy/Gkx81zbccpLrRhQzrWtlaMOOHZu7dzTZqPPjIHSOPHO98nyoXQyEULz2BYUUYH1KJnmNPqeMoOtfVDlfCMU1yIdcKjFjWR5XhSKiuds7FuIatRftPSUme7L6OjjduvsKKNnegJe20FFcXy2lbYAVvQUjmyEeF4JuHyRj3nhYXOSuRxhGfY405LjmfUfZHxm4d1gZO+7sISx/GM2+cmLepPPtkeh27YAHz8sfN1WeOLsHncYYVn377O8VsHrGwrTniOGQO8/z7w1FNmR/v735uDATprAZg5n336CNusRhI6xzMYOugDnCIjqsDwIk3LqVCnVHaorR+i1iwLIg3Fheg5j5OvGkRQyGqUzj6TCVfZNg3Li8R1PMNMFMQZDNN8pCTCtqJOiMhwnlStI8rmeYYhjuuXlqq2gDO6jScPTsY+AMmLI9mEndgRmW8YdtsyJjeOOsr+m4bbGoY8x5Pe30HCM0pKRlER0L+//Tc17DoI4oTnz35m/n/WWWaj9OyzZljt8cfb79m40axQRQsQadKJzvEMpqzMKdCp8MyFHM+oxYWqquzHfo6niFBbP3LB8RQlPFURNKiOOsscRnjS9iap5UXiOp5hBm1xxIjKQiduJF1ciF5XYRzfpISnKMczbKit6IlQ3qJ4FC08wxM3x1PVtlkBJurcUuPqv/+1t9Ha6tyeyPFFmPs76gQlDbdduZLvM3mEOOF51FHmhXHMMcABBwAXXGAWF6ID80cfNQeyNGlYk050qG0wmYx3gSHeDo42mH4DcjpwyGTEhKy7hdqygwg34Umf43U8ZQvPTEaeSElDVVtRBN3LKoRnUI5nEueIve5zxfFMWnhGDf8Ule8XdXmTXHc8a2vDRSIl3e7I2gctPJ0kJTzZa1HUuT39dPvx/PlmVCWQPdYQ6XiGaVOiTn7vt5/9uAM6nmLvvNNOM/95ceWV5j9N+tGhtnxUVtrFTLyEp+h1PEUJLDfHkxUWQcIzLTmeqqqOJhVqGwe/6ssssoQnzR0NcjxF50dHQaXjGeeaiBLyKBIRjmec35jmW+aC8BTleBqGKT6pGOXdblKCS3ZxIVXLqagkSeEZ5t6WUfwQAIYPBw46CPjsM/PvBQuAr31NbppNHMeT95xrx1OjcUGH2vLhNajnDW3idUZkCE83x5MWGSotDQ615a1qKyPHU5XwzPVQ2zDrkqUh1DYNg0N2QFEQsqsM43jmcqhtnII3FmHPLYW6E25VmL3IRcezqsp5rpLOqQ2LjH2IU1wo6j7Q/lfGmsSUsPeXyKq2YbYtS3gCzsklC1WOZ9D9HfW4qfDsgI6nFp4ad3SoLR9e1St5OzheZ0RGp+0mGlmx6LacSlpCbWl4ZJzBaxBxllNJQ6itn/Ck+1NQ4BxUs1VtDSN61UR6rEERFGkItWWdqbCh7VEHbXGKCzU2elenlkVUx1MUuRZqG+e3LiiILvRl3lNRcjxFTRQmEWpLr3nZkz1pqWq7fbv/OFCm8KTHYZ0DVY6nrFDbfv3sx+vX830mj4h+dey/v9kZz55txivvvz//ZzMZYNmyyJvWKEALTz5og0cbX94OLknHk4baWgNWKh7LypIPtWUH/EmEfYd1PHlDbVWFkfoJTzpZUlXlP6hmO1kZLjYgvhBKFOKGBVKHN8gVEeV4AubvS+9r2YhwPOOQa6G2ca+rmhrb2Q1TYEi08KSh80HLBcnaByCeMBMhPGVf82nJ8WxrM1OK2PbGQqbwHDMGeOkl8/Hcueb/dJxSWCi2L6X3d12dWZOAXu+UqLUAeve2H2/aZJ5fmZPnKSP61WHFJVsnvgPGKec1OsczHrmQ48njeMYpLiQi1La83Dxe6/h37XI22ipIQ3EhKty9KhB74bfkhpWfDJjC0285lSSWr8mnsEAZ2+rUyfyM9R21tc7fUDZswZuWFrW/Wa6F2sZ1/dLieNJrzG29XxX7ACTjeEZduzbutnbvNv/RSS0WkcKzSxdz4tdytLdtS0Z4HnGE/fiDD8z/ZUZTsaG9mzcDAwa4v5eNGOIVj/T+aW42ryPefO08ILrEbmsz/w0d6vyb958m3egcz3hEzfH0CltSVVyIR3jyLqciyvGk20uigEqcUFtROZ70HFCxyIOf40n/dnM86fWYz8LTL1xQRAVpP+KIkUwmXoEh2q5EmXFnB2lhl/mIS5RQW3YMEkd4btkSbmI2ruNGB6dJOp5RhKfs4kLbtgWPVUSH2u7YIXdinm4LCLc0U1zhWVjo7Dv8hL1M4XnQQfbj1atN8S1zqbaSEmeb6teuRD3fXbs63897D+UJHcfb1YRDh9rGg7eDo4KiqSm7AbdQUVyorc3ZkHoJTzrjqiLH08+xU0GcUNuWFud5iBpGKkt4so4nHVTv3u0UzvksPJMk7oA8zv0Rd6BaUeGcwArjOoqACt+GhuCleoD4ayJTsWsY0QVgLjuefrngqvYByA4HDQr7FS08DUPuZGh5ufP+ClOoTEQebZQaFIDYsNEBA+xjMQwzTY/2RTJSPnijGqKe70zGOXmzYQP/Z/MALTw17uhQ23jwdnC8booKx5MVFl7Ck+4zbfT9HM84nUPSS0bEcTyBaOu7ssRxfXmFZ5cupqNCf186qGR/X1mVhNPmeMreLr23o5zTOJVt457rTCZ6nqUIWMeVR/jGdWc6d3a2Z2HCbUU6nlGFp4j+wy8kn2cfRLUd1dXO9ipoEkDEPlghqBYqw22DfnORVW3DbJttR0RGiRQVAYMG2X8vXiy/cCFvJEWc9pOmDHUwx1NOr756tVmpyS8Xadw4KZvWCEKH2sZDdEcv2/Fsaspe5sJLeFLY3EPDsDsdUeEwYZYDkUGc5VQA0zW0OnARwnPPHvMfr5inwqS+3pmHxzqeRUXm4NYawG/aZHf6tLMXXdCBkm+Op5+oFbHwehzhKcIh6dEDWLvWfKxaeJaUmO2D1S5s3gz07+//mbjCM5MxHZE1a8y/N24EDjyQ77MiHU9VOa1usKG2tN1XtQ+A2QZVV9vib9s2/0KXIvahoMBsK61rTnafVFMDfPWV+ThMqK0IQRZVeIqGTrjU13vXmRCFbMcTcArPDuZ4ir1CHngAuPlmYNWq4PdqFy3d6FDbeIhuiGUvpwJkhymVlpqNaWmp9yQS/Q7DMPfTaoBlhNrmguNZXGwer3X8NFw16u9IzwFg/la8HS772Z077QEFKzwBs9OlwtNC9iyzRZRzRM9F0DqhKqDRBH7hn1GrIlLSIDwtVAtPwHQ9qfAMQkQ+2j772MIzzHIIcR3PJJaPcYMKzz17zHaEbWdk74NFTY0tyMI4nnH2gfYDsqMlwjieMkNtkxSe7KSGSsdTlvCMkiedJ4i7Qv76V+AnPzFvwoMPNmed3NYA1OQGWnjGQ/SSELJDbYFsUWcN5isrvYUn2+g3NbkLzzizkmkSnry/ZUWFffxeobZhfseKCmeFwZ073RfWdoN1rXfssAcUbHEhwBSeCxeaj3NFeMZd1kP04JG3CAwrguKG2oa9P0QMVOl1qDrHE3BGA7DFvNyIuvYeZZ997MdhhGdcxzMtwrOmxhwjWGODTZuSE569etnL8wUN4JOIpqDjpyghqEkKT96lY1QKz5YWMRXz/eBdy1NUqK12PCNy++3mYOT554Hjjxf2tZqE0Dme8RDdEMsOtQWc7ldhob3ffvvPdm6045MRaqu6uFBbm1OU8P6WlZX2LLyX4xlmYFBQYApI6zcKIzAKC83PWo42PYdejqcFFZ4yKwlSotw7dIC0a5d5HcrKQeWBV4yJcDyTLC4EJO94hh3Mi3I8LVQ6nlGXchE9EVpYaP7ultDbuBEYMsT/MzKq2gLhBvBJCE+VBaXSUFxIxnml99vq1cCwYfbfMvoiFaG2HdjxFFdcaO1a4LjjtOjMF3SOZzxyLccTcIoZ3llEv0GfKIeMflb1JEjUCpheS6rE6aBlFBhiiwsB3oVDcsXxBJKpfkxJyvGMU1woV4VnWEQ4nn362I+t/DseRDqeW7bwO/UyRF/YgbOM4kJA+oVn3HOfFuHJ63jKyP0fPNh+vGSJM53Cb13TqKgIte3Ajqc44dm/v5wLQJMMOtQ2HlGr2noJKxnCk7qagFOE+AlP3u2rEioyiVr8hQpPEVVtAedv4rXsjhc8wtPN8fSqahv296TXedDkQZRzVFnpvC7DhtuKDrWljufWrd7fL8J9SzrHM+lQ27DQc57JRFv6IYrjaRhiHc+WFv7fW7QgAeIJz47qeMYVnkH3V1qq2oqGCs+lS5158506id+eilBb7XgKYOpU4LXXouXXaNKHDrXlgzY2UdZrpC4W4L1GowzhCTjFjJfjyeZN0UbZD9l5GCpghQHvuaf57aIczzhEFZ6iHM8w65BGOUeZDH9YmBtB6/+FhTqeTU3OyQeK6OJCcXI8o16Puex4Rh2cRxGe7ARu1N+atkFRljIR1e5QwcdzDmTmeFoECU9Z4b5+qMzrzdeqtjSMW7Xw3LTJe+JQlOO5aVOHMnjECc+f/9xcIuW444DXX09uXTSNGPI51FbktRlXYFRUOM+118BRlvCkBYa8HE920MwrPPPB8YzqSMkItY2Dm/BsagIaG+3nLXHIhvNZxPk9wxSIinqOeAthuLF8udh2gQ399Qq3pcdaUBDNfUva8cw14SniHowiPEWE+BYURDvfMhzPvn3tx+vWBb8/DY6nqPNA+82gglZxj5vXfQPyt7gQdTy3bnVebzKEJ73HGhu9f2NROZ6trcEVmfMIccKzsBC4917zBJ5wghl2O3CgWd2W/UcXg9Wkk3wOtRVZaMFLYNBz5jeYzGT4cvdkNew8jicL7/bzQXiKDrWVOePO3qc0vNVNnLDOo3Ud0tBJOtBJu/Ck1Xt5qpuyzJ8f/jNeFBU5z7lXiJyI6yHp4kJ0+6KdYx7otei3dI2FaMezro7vuEWEVQP8+WcUGcKzXz/7sbWOK+8+JCU8RfVJXukIbsTtu8P83mnI8ZQhPHv1ck7y07ZahvDs1s3Zf3qd97g1G+gERgcKtxUnPBctAkaPNv83DPMGX70aWLky+9+KFcI2CwBbt25Fz549kclkMJjOjLjw4IMPYuzYsaisrERNTQ0mTZqEd9991/cz77zzDiZNmoSamhpUVlZi7NixeOihh0QeQvrIZ+EpspH0Ep5h4BmUq3A8qUAS0WnpUFsTVY6nn6NCZ66tMFQqPDMZe5+9CpikXXhGWaqAsnJlvM+z8BQYEnE9JO14xj3vcQkjAgAx57xnT2cfyeN6inA8Ae14slDhuX2799JfgLjz4FWAzQ2RjufWrf6pTzKF55493mskq1hOhY7tZQvPoiLnsXv9xnHOdyYTLkw8jxAnPK+5xvxxpk4FPv3UnAFsa/P+J5BrrrkGWziKGlx55ZW46KKL8Pnnn2PixIkYO3YsZs2ahXHjxuGpp55y/cyMGTMwfvx4vPjiixg1ahROPvlkLFmyBFOnTsW1114r9DhSRT7neGrhaUMFIQ27FDGYlOF4qg7hF+F4pkF4us1cU+HZubN9z9OBbUuLMzTXIo7wDBJHSYUjr1kj9vt4iu6IqPRJhWd9ffZ14IesSqMqocKDR3iKGJwXFjoHjWFzHIF4otciScczjvAUea3R3wHwvwZE5UCGKQwjsqCUYfiHZMoMtQW8XU8Z1xcLG25rIUN4AnyiMO5x03GC34RJniFOeL7zDjBqFPCPfwAHHeQ8oRJ55ZVX8M9//hPf//73fd83e/Zs3HnnnejWrRs+/fRTPPXUU3jxxRfx5ptvorCwEBdddBFqmQHRtm3b8L3vfQ+tra144okn8Prrr+OJJ57AF198gcGDB2PatGl4/fXX5R1ckuRzjqcWnjbU8fRq+M4/3348YgT/d4sSnrRjCRPKJ2LyJKrjyVPVVnQHHcfxpOHeXbs6z53lqqTd8YwLT7hgGMI6nlHvayo8geDiTRQVA0bZhF2WQNT1FTbPM0nHU8Y9RYXnjh3eBbRk7gNgTp7S9s3vGhBV9VVlqG1lpXOC2O83F13VtqzM2f8mKTy91omVJTz33dd+vHq1+3vyof1MAHHCs6Qk3KBUALt378YPf/hDjBgxItB9vO222wAA119/PYaQC/jII4/EpZdeitraWjzwwAOOz9x///3YuXMnzjjjDJx55pntz/fq1Qt/+tOfAADTpk0TdTjpQofa8uElMMKQRseTcvfdZhh9jx7mY15oJxgn1Narkw+6LmlHEMYForCClbf4i+xQW7dj93NU3BxPr1DoggKnaLLcuiSEp4w14bwIsx4jD2GXGYkaZVBZ6fxsmHDbJKp8iias8BQ1WAwrPGU4nkmG2vbq5bw/g1xPmRNKvNdA0qG2UbaZyfC73DJ+Z548T9GC1w2vNDpZwrN/f/uxl/BMapI0xxEnPI87TmxxBg7+53/+B8uXL8c999yDYp+Lfffu3Xj11VcBAGeffXbW69Zzzz77rOP5559/3vMzkydPRllZGWbPno1GrwF7LtNRQm3jDmxz3fGkgsPL8ezSBfjkE3NwNWEC/3fT7xMV1kQ7XXrfua0hLEJ4sh0LrziQsY5n0LVGjzGTcV4nQUuNsMfl5qrEmUgIs+RHUp256HaOx/EUQUFB9AJDogeqSUxSJuV49uljPw7reLL3ZxjSUlyosNApvtMiPP0cSFFROGFCbUXlFFv4/eYy0lt4KtuKXsbFjTQKT+14RkKc8Px//89s9K+/XolQmT9/PqZNm4aLLroIxx57rO97v/zyS+zZswc9evRAP1qJbS+HHHJI+3dSPv30U8frlJKSEhx44IFobGzE4sWLox5GeslXx9MwnMeThlBb2mB53TsqQm2DJlDCbLe11XmeZXTytNCBW+cjWniGOX4ZOZ5UXLiFU/p1gm6htn64VbbNpVDbNCznFdbxjEPUAkOiq9o2NKjPVcpFxzNOv5MWxxMIl+cp013nLdIi6jyoDLUF+MOr6b1H+/Y48KyPnI+htgMG2I9XrXJ/jxaekRB39z/yCHDqqcD//i/w73+bzkjfvu6haZkMcMMNkTfV1taGSy65BNXV1e0hr36s3jtb4SY6AaCiogLV1dXYvn07du3ahc6dO2Pnzp3YsXeA5PW5fv364cMPP8SqVaswatSoiEeTUvI1xzNqsRgvRAhPHlQspyJywEhFCrudsNBOfv164L77zM6eiim3zoeKI3Z/eIm69I6MUFuah+kmPP1CusIIP8B9Lc844VRhth/1nNNrIGrYu0hUOZ5AOEeZIiLnmF3Xd9MmZ36UbKjw3LLFHAz6HYuMHE+eMG1Rg9Qojqes/oMKz6Ac6bSF2sqIwnFDpeNJJ49lCM8kczx79zbbeHbJJLdoJxHoUFtpiDtTv/udKSgNA1i2zPznRUzhedddd+GDDz7A9OnT0Y127h7U7R2EdPKZGamoqEBtbW278KwjAxevz1XsFR27OAuejBw50vX5ZcuWYVDa1jbNV8dTVJ6NhSrhmWRxoSiw3xWnk6cDLcMAfvjD7PeoCLWN6niKCrUNEp5+jgJvbqqF2wx7nEENKzwNwztsOeo5CuvqyqajOJ5lZea1aV2TqoUnW9V00yanIGLJJ8dzyxazfw66v2UJAzopH+R40iiEsO1RELzCU1QuIr3m6upMMeQ1vhTh9PIKTxlLmFHh6TWBpkJ4WkuqsCl9ogQ2CxWeGzaY55Y9p3GPm/aB+ZbS5oM44Tl9urCv8mP16tW4/vrrMX78eFx44YVKttkhydccTy08nfAUF4oC6zDGEZ48v5GsUNtccjxFdv5ujqco4dnaap4Teo4oUc8RT0iYSlQ6nknnePbqZV+TqhdC79TJKXw3bPAXnmmoaivK8WxtNa91vwl4dgm7pEJtZaK6uBD9DQDzmt9vP/f3irjeeEOJZTiePBNoqkJO998/W3iKnsSw6NfPNtMA09FnDaK4kwq0Tw8TqZLjiBOeU6cK+yo/Lr/8cjQ1NeGee+7h/kzl3gFOA2vRE+r3Dg47d+7s+Iz1uSp6gXh8JogFCxa4Pu/lhCZKvobaauHpRFWorayCAxYdIcdTpfCkgw1rhp3m1IYNb6LCCDA7WdHCk6cIhh+i79+O4ngC5sB4yRLzMW/4p0jCCF9Rx0yLC9XWmveH330hSvBWV5uft75v82Z/4SlqGRc3ck14iiq+U1RknnNrQolXeEY997znWUaOJ09+qYqqtgAwcKC872YpLjbvcet8r1qVLTzjVu6nfVaYdjvHybmg5Oeeew7V1dW49NJLHc9blWXXrVuHCXsrbz722GPo3bs3+u+1zNd65CDU19ejtrYWXbt2bReRVVVV6NKlC3bs2IG1a9dihMtSMdb3DaBJyPmCDrXlI9eFZ5jiQmGgHWAmIz//QYXwDHMMXqG2cWZIg2ZHReab0EG11fHGmU0vKzMHelZHvWOHtyuVlOPJ41qFgYqBxkb/cLy4iBCeca6ZpAdQ9Hpk23gWUfdJr15OR2TDBm/xAYgTvJmMKQas63XzZuCAA/i2G3fbLGFyPGXCCk+vUH6Rk3O9etnC02+yRcT15tYeu0HbaFGhtm6F5lhUVLUF1ApPwCwwRIUnS9yJjLSlhyhCnEfd0GAm4LKD7+3bgV/8wiw8dNll/rmfnNTW1uKNN95w/Js7dy4AU4Baz1lidNiwYSgtLcXmzZuxzuWm/fjjjwEgq0DQ6NGjHa9Tmpub8fnnn6OsrAxDhw6NfUypQ4fa8uEVUhkVr2qcuex4lpREX6OQlzSH2jY02JM3aXA8rWvMr/Irzd1as8b8P2j5miB4Cwwl5XiKXseTdaFkOoFJFhcC5IW7yUCU+Cgudp73oHBqkRNDYQoMie7zKDSXd8OG6EXc4kKFZ0ODd3ExkcuN8C6pIuJ3pwJ/40bvyRXZjmcaQm1VQk2llSuzX4+bUxt1wjDHEddb/P735mzfF1/Yz+3ZAxxxBHDLLcALLwD33AMceWSsmWXDMFz/rVixAgAwaNCg9ucG7p0dKS8vx/HHHw8AePzxx7O+84knngAAnHbaaY7nJ0+e7Hid8txzz6GxsRETJ05Emazk5iTRjicf1Nlqbo4mcOgg3iscPJcdz7gdfNQcT7rdlpZoS2yICLUF7DDVOIMQGtLvNrDy6/zpZxsazAEYnShhzx8dUG7fbr6XhtpGafN4xFFbm/N3klFcyOs6oP2SiOVYSkqcboFoYUtJOtQ2LEkudyNSANI2IeiYRJ7rMEuqyHQ8rTw4wDz+pFzP7t2dYxavcFtZv4Fs4Ukdz7Y27+2lwfGU2Y6oTkujDqub4xl3nKMdz5i8+qoZ/3zoofZzjzxi5n0cdxzw0kvAT39qzpjcfruwzfJy9dVXAwBuuukmLLFyUQDMmTMH9957L6qrq3HxxRc7PnPJJZegqqoKTz/9NJ588sn25zdt2oSf/exnAIBrrrlGwd4nQEfJ8Ywr4liBEcX15HFqcm05laA1NsNQWel04NwIqmoLRJsUiOp4steFJRTjOEx0YOU2yPX7buoIAObAjF5r9Bq03k/vjXXr4heuoA6g1wAmzsQQvc78JlH81sq1ti9qokdVDlzSxYXCQvsU1W5pUseclOMpU3iWljrbFq9lJ2RTWOg8J17mhuhQWwu/30BEOHunTs7JJa+2RLbjuX27ez+q6p4aODC7b5UJFZ5ujmfcHE/6m2rhGYHVq7MXeH3mGXM2bPp04OtfB+64Axg6FJg5U9hmeZk4cSKuuOIKbN26FWPGjMGUKVMwadIkjBs3Di0tLZg+fTqq6UUAoKamBv/4xz9QUFCAs88+G8cffzzOOeccDBs2DEuXLsXVV1/dnk+ad3QEx7OwMH4IqAjhyZObltblVNhBo7Wf1LkVsc5WUIhNUKgtEE14RnU8y8ud15Z1Xchc98tvgFNa6rzOvvrKea3R1wDzWOks+5o18YoLAXzrHsYRnrz3sl8OoPU7xR1QWKgSnrnmeCa58HpSa+/lo+MJ8K13qALaXnm1L7kaagsEtyWGIcfxZCv4uk2Oq7qfCwqAgw5yPiczjSdMqG1cx1OH2kZg+3Zn52cYwNtvA6NGOcO2Ro+2c4YUc8cdd2D69OkYPnw4Zs2ahTlz5mDixIl48803MWXKFNfPnHXWWXjzzTdx0kknYd68eXjhhRcwePBgPPjgg5g2bZraA1BJR8jxFDHoKClxfk+Uhet5HM+05niyja3VAYl0PAGzHaGw6wSqEJ5hrpeCAvelalQJT7fOn13+gQpP1vEEnC7z2rXxHU+e5Sdk5qNZ8LRnogaoPINhEUTN8RQlsOk58qke347ogWqY7csaJAeF2qbB8cxkxDvMVHi6hSOqgmeSJ+lQ2zjbpMfn1paw+bWiHM+KCmfb4DbRoaqqLZBdlG7wYHnboo7n2rXZ/ZPIqrYdyPEU16v37g3szbMEAHz0kXkiv/Md5/skzU4MHDgQBkfeyIUXXhh6/c+jjz4aMxNwaROlI4TaihrUVlTYg71cczy9Gkve+5TtZKyGWLTjedJJwN13m4/vvht46innBJbbcSQZagu4n8MkhWefPoC1pNP69f6htkB2gaG4xYU6ovBMu+Mp6jh53GyKaPHHu5wGIPYe7NLFLrgSNHCUtc5ukOMpSvh4QV2hJB3PIGEG5LfjyU4cixKeVhVlK3/XrcCQqqq2gPN6A7KXOBEJnVRpbTXPO91+XMdTFxeKyZgxwPvvmwPCXbvMYkOZjFnNlrJkiXMWWJNOOkKorUjhaSErx1NFqC2F16UsLHTuj9Wxi3Y8Tz3VXDj6s8+AH/0ou2Kom8hjO4IoFRejhtryfJ9oURX03bTSbmOjf6gt4HSV166NX1yItvtaeIqF5nju3MnfZotyKsI6u6KFZxjhm4TrBYi996OG2soQnmkJteUJRRUpwnlzPGUIT7eoQTavXVSoLRA80aEydP7HP7bb5J/8RG6obXm583dmHX3teEZCnPDcW2wHZ51lqvhnnzXDavdWkwVgNsyffuosQKRJJ1p48hNXeKbR8QzjaNGBuTUDGDcf0I0DDwxX1S5px9ONJB1Plo7qePrleFrXr6iqzEk4nobBH26blMCWKTyDquaLvAd5XS9AnuMZJtRWtvBMMtQ2aK1L9r4XKTy3bfPuX0Rdb3SNWBpdaME6niKFZ1BlW5XCc7/9gHnzgBkzgD/9Se62AP88T5GO565dwWsQ5wnihOdRRwH//S9wzDHmYsYXXGAWF6IC5tFHzbL+J58sbLMaSXSEHE9RAo4KT578JhY6iNi9232NRtWOZ1Th6RZqK8LxjEIm4zxXKosL8Xxf0sKTCkm334jN8YzreLKuVFBlXiDcOaLXYZSqtgCwdKn5v6wcT1nLiHTp4pz55509TyqXVUSlT0oY4ZlEZVNAnuO5ZYv/5LBsUUBFiVvfpYqwOZBxQ0LpbwB4//6irnVaYG/ZsuzXaZtXWCi2f6G/sdt6taqLhY0YAZx5prhwYj/8llQR6XgC4fLzcxixWeannQa88YaZR/TQQ9lLIFx5pdkhnn++0M1qJKBzPPmJe6569HA21m5roalYToUSRnjS73ALtRXleEaBnleVxYXcYEO94nxfkGgTkY/KhtqKLC7U0GDO8LLQYwhbCIU3bMlPeFrrUMtwAhsa5A0sCgudx+82OHRDxnGuXx/cDorOO+QJ43bbdj44nm1t3ikagPwqvjJDHcPAuu5sGym6um95uXN9ZC/hKer8U+G5YUP2JDd130S6nYCzbXBrP5OsUi0bmY5n587OPq6DhNsqXkBLkzPka6it6NBJERQUBOdv5EqoraziQlGJKzxFXi9shx32+6iz7lY9OUznz+O80YnDbducYeRRhGePHs5r100gxBmk0ZD1bdu82y2/cCY34RlnENe9u/P+kBluyx5/EIYhrigIFX6trerDP5NyPHnSJCxEFzWi16VfQaV8FgUU2ofu2ZN9D4h2PAG+iQeRVW3p59lwW9o+q1zrElBb1VY1fmt5xp24KyiIvgZzDiNHeLa0mDfh6tXe/zTppiOE2qZFeALZYY0ssoSn1zmIKzxFFxeKikjHM+55j5u/GFQBL2iASTs4t8qELPvs433MUQY2BQXO6qNu4XBx7k/q+LW1uTuqgFrHM5NRt6QKFUE8jid7P8Q5zs6dncWrVBb4AZzCc/t2Z/vDIrIPCOPIizzmTIa/kq9K4SkrlJyHrl2dYpyd5JGxnilPcSlR11thoVMELV/ufJ0KT9V9rsqqtqqhjicbaivCZe6ABYbECs/Zs4EJE8wOqE8fMwnY7V/QYvCa5NGhtmqhg1O3QYQs4elF2h1PdtDAru1l4bZvYRDpeMYVnkGLTQfNrAdNbrAUFjrFBCXqjDotRMIOnIB4Qp8Kc4CvUBeLaOEJBBc9EQWt9MzjeIp2gMIUGBIthqjzBKRHiFFE9z1pEZ70vtuyJdoEnwgyGf88TxnCkyfHV+TvTsfObPtJ+1zVjmc+u+pU7K9e7RwPi+gnOuCSKuJG3s89B3zjG2an3rWrKTBp/Lsmt8jXUNu0Ck/aaLmd71wTnrIdzxNOMPPILU480f19aXE829riV1VkO6i2Nud9GlTEgs3Z5MErfyvqwGboUGDOHPPxkiXZr8e5P4uKgKoqu8DJtm3OQYOFn/BcvtycxRZV1RZQV9k2bKitaOHZpw/w5ZfmY9WOZ0mJGdZsOfnr1zurgFKS6gNkrl3qF14supATy6BBZjth5bCvXAkMGSJ+Ozz07WsLMvZeo9d7UZGY3NSwobYyhaeqUNuOnOPZ3Gzea1abrh3PSIhrhf7nf8yB0O23m+vsqBgca+ShhWe6yBXhaTXEsh3P884D/v534O23zfaGVt2jJJnjWVFhC/CGBrGhtoZhhpLS8Nmga5tdHiXqesqlpdHvnaFD7ceLF2e/Hvf+rKmxhadXJ+6X49naalaMFOl48ixsLwLqePKE2sp0PFULT8A8fkt4+hVxkjVIDlNQSXQlXz/HU3QhJ5bSUnOCx8o5XLw4WeFp4RdqK+o88AhPkcI/KeEZVLgsn4VnZaXZtljHvXKlfZ2J6Cc6oPAUF2q7YAFw5JHAFVdo0ZkP6BzP5GDX4wLUF0VKu+NZXGxW0F6/HrjrLu/30XMVZY2sONcLjfjYuTO+8KQiE8gOy6H5VW65Z3SQtHVrtgPAS5xBDZ09dhMnca/zqir7cZQcT8AMt5UlPNnBsMicuLiOZ9wBY5iQYhkuHK+DJbIPoOfcbX1DikzHM+nQYnpfBxV3kolfPrXIe9pCZY4nwC88Rfe5QSHF+Sw8Ae88TxGOZwcMtRUnPCsrnfk7mtxG53iqZdAg+/Fbb2W/LmP9UT/SnuMJZBercSNuOFWc806Fp9vi0FFCSel3hp0dZcUonbmmA2iK2zF75X3yEHQO496fPL93WOEZd2kCP0Em0o2K43gWFsZvV8IUUZLtwqnadhixLTPHkzfUVta5TovZkKTjyZPjGXe7dJywfLlz4kqm4xnk7OZzVVvAvbItmz6jHU9uxAnPiROBDz8U9nWahNGhtmo5+WT78fvvZ7+uOtQ2zIxp0DqeSVa1jUscB45131jhGeV3pN8Zd7F2WtmWihYKDeezkJk/pOL+DHK+d+1SF2orMpc0juMpwgFKsrhQGES6rfSYN2zwn9SQWck3acczLaQx1FZkm0adt8ZG5wSTzOJCQc5uvl9jbo4nXdcaiLbEGKAdz1j88Y/mQOjnP48W0qZJFzrUVi104O92/+RKjqeb8ExyHc+4iHI82VDbwsJobizdhzhhmi0tzk7OS3jSgkQWuS48edozWcJzwwbnMYpc9D3sciqihWcYx1PGQJXeT35jEJEOFP1t29q8xQe7XZVVbVXcU/TcR6keLgq/SR7ZobabN7tP0os8/+x+0+0l6Xjm83IqgLvjyS7ZFHWc0wEdT3Gt0PTpwCmnALfeCsyYYS6r0q+fe65RJgPccIOwTWsk0BFCbdMSHsRDmh3PoFBb7XhmO55JT3rU1Tn/9hKetCCRRZxQW/pZtwFMGoSnjKq2VtXPtjazJL+VqyUypDfOciqiHc8tW8xz6HVMstynRYvMx37CV6TjWVFh5l5bxYzWrfMu2iUzx3P7dtOBcXNdVOd4ulWrVgU995s2mcduHbNsx7O11bzv2EJ3qtp9mTme1JVj+w4g/x1Pmka4erX5vxaekRF3F/zud3bnuny5+xptFlp4pp98DbWliCinDjjPVVS3nw78WlrMQSF9TrXwDLMUknY83fFzPJMQnl75sNYyJG6IdjxHjrQfr1xpCnJ6ntIgPOfNcx53XFFWXm4OXKwQrS++sIWnrFDb7duzl9thES082bDs9evdl7MB5AxU3QaHbojOL+3Txyk8Dz88eLsirm127dKNG50C0EKFKBg+3H5sif8koMLTMMxr0LouZDieVVXm5Ip1H2/cmC08ZS5nQ68pmY5n0Fgp34Unva9WrzavLTrGKSiIftwdMNRWrOOpyR86gvAUBZ1dpE5fGFhRsG6dcx061cIzjKsVtJxKLjueoqra7tolfz29IHr3Nh0RNjelpsZ7YOHmeMataltZac+aL1gAHHGE/Xoacjw/+MAZQidikHrAAbbw/PJLYNIk87HIUFvqeBqGOYjxKhoFiB+Il5QAPXrY1V2/+iqdwlP0fdi3b3inVcQxl5aav6/lbm/YkJzwHDHCfuwlPEVWcPairMzpQG/ZYl8XssK7e/Wyr7eNG52Ta4DYiY7ycufSHvPn22KbVvGOE5UShXwXnrRtaWgwzz87uR7VyNCOZwymThX2VZoUkK85njKgA3Fr1jFsJ1taag52rcp4a9d6C08VokU7niaiQm3T4HhmMqbTtnCh83m/38dNeNKOMiwFBeZAzRKe7JInIqvaerVbQe1Zfb3TPRAhyoYNA156yXz8xRf28yLFX1WVeX6ticJt29QKT8AcBFvC06/AkIx7wWvJA79tixgk8xZVknHMvXvbwtOrsq2KCS/qeK5ebd7frPhR1f555cHLEkc9e9rC062yrcjjzmTMibrnnzf/njvXLkxIw+v97nsZ5HtV25oacwLdmlBfvdp5PcUZ47DC0zDEReOlFHHFhTT5Rb7meMrATXjSc+YX7kah4X1r1jhfk5Wb6jXgjOp4NjVlh6Hki+MZ9ryz1X6TFp6Acx04HtxCbdlQsrD4dapxzxGdMHHLRQL4JtKoKyxi4mTYMPvxl1/aj0U6ngUF4QoMyRKeFirdPyBZx9PCT3iKzOe14Klsq2Lpmv79ne08nVyxkHG9hUHW9oMK74hu94cOtR/TyuT0fvfK2Y8KGwHHtqH57nhmMtnhtqIm12mobWurc9IzT9HCU+OODrXlx014RmmI/SryyQq19crtC+N4sgKLDeXsqI4nK7BEDwCj3Jdhhaeb49mjR/jt8hJ3kMaz3ExY4Rm1TD7lgAPsx3RQLlJ4AuGWVJHRpvCKMNnCc+1a799Z9H1Iz7nfEkcyhA9PZVsVoqCgwHmNs1EVgBzhHQZZ50G18PSqICxTeLJtPnV229qcfVE+VrUFnO3LqlXiJtfZCKIOEG4rVngaBvDII8A55wBjxpiL3e6/f/Y/ugiuJp3oUFt+qPC0QjGidDZUoLF5aDRkiNdB5cFLeMZxPNk811wWniKdZhEDEPp7WXlMYQgrPCsrszvGuI4nFXLsMagQnjwFwNautR+Ldjw3brSLSIgWI2HX8hRNWhzP1lZ1oae8YXEiC0lZUMfTS+ircqNobuNnnzlfM4xkltyggkiW4xm0xqVo4Unb49dfN8+tYcgVnpWVZu6sBb3W6O8K5KfjCWRHVIhyPIuLnWNILTxD0NQEnHiimes5Y4aZ9LxihVm50Pq3apX5/4oVwjarkYQOteVHlOOZBG7Cs6QkXMfMCk+2zHi+hNrGHTSI+C46oOBZq5ElrPAEgCFDnH/HdTwHD7Yfs0svJOl40jaP5giKcDz79HFO5ljhtqIdz7jXR1z8ojYoMtrHTp2ckyJeeZ4qQk/dkCF8aEQCnSyhqOqLRo2yH7PCk13bU6bwpMLMyjcG1Diebjmeoic6zjvPnuxYvBj49NPs5bpEC0/AO5qhIwpP1vGMOznZwSrbihOe06YBr7wCnHqqOZj4znfMm2PPHrPK2e9+Zw7Qr7tOC5lcQIfa8uMmPNOQz8dDZWX2jH2YMFvA3/EsLMztjkhkUScR10SYHD433KJNgpxc0cKT5igtXux8TaTw9HKEvYTnQQe5Py9CeGYy7nmeMkNtkxCe1PFUHWoLOKvoei3pllR1aRnCk+ZgewlPVX0RvX+ChKfMUFuvc5KGHE8R1/qgQcDYsfbfv/2tU2AD8QrAeUGFJz2vHUV40rZFtPDsYJVtxQnPf//b7PT+9S/zxrCES3Gx2eH+5jdmJa5p04B//EPYZjWS0MKTH+ro5ZrjWVCQLTTjCM89e5wD+zQfOw9pC7WlM9lRQindlrdwKyBEoUslAE7hGAUqftnolyRDbd3yWQFxoeJueZ6iB8PU8aOFR1RBryVrvTs3ZIk/em0tW+b+HtFCgPaVrMCi5LvjSYXnV185Jz5UOp70nNAifTKr2lqoCLUFgHPPtR8/8wzwq18590fGBENHdzxp37lypRaeMRAnPJcuNWdhLPfHaozpIPTYY4Gjjwb++ldhm9VIQud48sM6nm1tzgFXmh1PIDvc1ivv0wu35VTyhbQ5nnFDKTt1cuaFAd5rLVpccok5oO/RA/jvf+MvTk47abZtSTLU1itXT4TjCahxPKkbzbogKqCVHxsb3QfigLxCMzzCU7TopfeTl/gD5BwzFVm1te7rSKsSnvvs42yfqOtJr3NArvD0cjxVhdqyky0yhOfllwMnnGD//Z//2I9pOyMSL+HJ9vkdQXhu2eJsX7XwDIU44VlY6Ew+tgYnbOfXt6+znLwmnegcT35Y4ZlrM4Cs0AwbSpnPwjPNjmfUUEq6PiwQLDx79jTTJ9atA6ZMibZNXuKeI9oHxalqSxHleNIBoeV45pvwrK525iutXOn+Pllhj0k4nvR+WrHC2+WVcczspIibm69KeGYyTtdz/nz7cVKOp+pQ28ZG8WsTu1FSAtx/v3ufFDcixQuv85pr452o9OnjPLZFi+zHOsczFOKEZ9++zovRKiDx3nvO982fH65ipiYZdKgtP6zwZDv/tDfEcYUnu5xKPiHK8TQMMQMQHmEVBBtKTfPyvMhk1FzHcc+RW741i5fw9BJ+ohxPGmq7ZInZrooeDNOwvySEJ5AtxFhaW52/gWrhKdrxpBM3O3d6DxxlVLXlQWXah1eeJ73Oi4v5KwFHgUcgiTwP3bo5x0usyy8rx3bgQOAPf8h+nhbBEQlPqG1RkdzfNkkKCpwRHZ9+aj8Om57Eoh3PiBxxBPD553bjOmmS+f+VVwIvvmg2Qj/5iTlL8LWvCdusRhI61JYf2om1tmbPAKY91JauBQdox5MSZ9BABUtjo5gBr4ildNhBr8h1YcPiF5YWZb94Bj1eOZ7Dh7s/L8rxpG51c7PZVsh0PN0qbKqACk83x5NtH2UJz02bst0nQLzj2aOHM8/fq2q/LMctCJWF7mhlWy/HU/ax01DbNWvsNoYVv6IoKHDed6zwlFnM6rrrgAkTnM9R90wkbHEh67zmSj0LEdC2jVZkj3vOtfCMyFlnmQOtl182/x482BSdq1cDkyeb63refbfZQP/pT8I2q5GEdjyjk2uOJxtqGXadxo4iPMMKIbbCaloqHR99tPNv1REo9LywBXDoJJcsQew1kUYHzRRRjieLYcgVnlu3JtN2s0U4WGSGXfbp4zyPbpVtZazjGXTMQHLCMynHc8EC+/oTfZ37QR3P+nq7ujXdB9H3tNeSKoYht9heJmPWTBk50pwgO/JIZ+EhkVDhWV9vR9x0JOHplZZCI5GioENtIzJ5srlg82mn2c9Nm2ZWuT3nHGDiRDMh+uOP5cWga8Shczyjk2uOJ5vzpx1Pmzihtmyhm6TWD2Q56yz7N+vVy45OUQVblt4rJ05WyJaX8KRhVBRRjmeXLs5jWr5cvAtD7922tmiVj+MSFGorU3gWFDjDjdlBHBvyLuo+DDpmQI7wZO8Rtu9hn5Pd7owcaT+ur7fPhUrR3b27cxvWerKNjfZzMoUndTzZtkbGWGD4cDPasKEBePdd576IpEcP5/Vjhdt2JOHp1UfEFZ7a8RTMt74FPPYY8NJLwF13Za8Jp0kn2vGMTq47nnTwwEM+C09RjicrPJOcjBg8GHj2WbME//vvx89PCQu93vwqn8rCK9RWdlXbykrnvTVnjvN1EWHUVVXO+zGJcFt2YoFFdqEZvwkLWUIgrOMpyvXr0sV5fa5enf0elcKgstIZ7myF26oUnpmM8/xa97tM4em1pArb1qR9EtqPggL3dXplhTCnEa9JSC08QyFOeNbUAOPHC/s6TcLoHM/osLPOUQaUXi6QDCZOtPNizjvPXPYoDOw6nvlEHMeTLQSUFuEJACeeCNx8s7xCFH506eLsaL0G6rII054VFIj9rcaMsR97OWNxyGSSr2xLCzy5TUQlWQVTVjQKHZB7iX0Z4qugANh/f/tvt4JKMnMM3XArMKQy1NYLkesusng5nvkkPAH3AkP0+lIZQp4mdKhtKMQJz5YW7wW4NbkHdXe08AwHG8rFGzJIOyWV57xTJ3OJowULzND4sCGOHcXxFBlqG3UAQu9Lt7C6XIGeG+pEqCDMvVVeLjbkl94rsiaXkhaeQdA2oqhIjNNLoUK2rs75mqzCRkHREG1tzvtfZSVf1bmlbgWGkspvpch0PGnhMOpY5ZvwpGN8a8KwI4XaeqEdz1CIa/FHjnSWWNbkNlp4RifqDHOSAq68HBgxItpn2eVU6PWSdGn1uNexqFDbPXucy3tEHYDU1NiP2cI8NCQ+6fOeZsJcB6LDkOk11NAg9rst0rCkioWbuJYtQqgQs9ZLdds2IMd9CzpmQJ7wdCumpNptpP2IJYSTFJ7W7yHT8fQSDrlW7yEImipnVXVNg5utCq/fT6Tw3L07/yLHGMQJz5/8BHj7bfOfJvfRwjM6UYtX5GrIKiuYqcuQ9Jq9ccW8qOJCgHNAEnUAQt0sVnimwVVIGp57KEx7xv6GcbHWtwaAhQvFfrcF75IqsnL36TnbtCl7O7KvUyp86CLv7LZFbp9OULiJfVXC083xVC0MqKiz7jXV+0CXt7Gqr8p0PL2EZ67VewiCFga1hKfM85o2DjzQ/XnqeEeBXj9A3ofbipt+OeYY4JJLgJNOMv8/7TQzf8jrQkwit0jDT1Jhn/lALjqecWD3m66dJ3rgHpa45zSO41lRYTqP1ow7rTAqQnhay2VYoYodaebZCza8OS6iHU+a/zZ/PnDYYWK/H+APtaWOK83LjMuwYfbj3bvNAkO06qts4UnXYw0SnqKEAB2QL16c/XqSwlNGUaOwqJ4U69fPzrVcs8b8nwokVY5nvoXaUsfTus5lOslpY+xYs7+lk2nsOq5RKC832yJr7Lh9u7zqxClA3F0wcKA9yPrLX8x/XmQy3pUFNemADrL1bxWOqI4nG7KaK7Dijg74VVdMZUnS8SwoMO8j63qgwjDqAISusdraanZQ1myrdjzTLzxpcaGvvnIuQi4KXuEpKzKhstKcWLYqrC5alJzwXLjQHJNYoef0HgyTfx8EFZ5ffWWeW3pOZYb4UuG5erXZ3tD2RfWEFN2GdY0lITw/+sh8vHat+T8VSEk5nqLzmVVDC1nt2GH+60iOZ2WlObFGJ7R69Yq/5nQmY15DVoRKnud5ihOe48bpvKJ8QofaRqcjO54tLfaC3UDHdjz9viuq8KyuNj9rfdeWLbbwzCXH02tgHBdWeFJHOAiaP+v2fSLYZx/T9bSqfbKOnAhojqdfqK3MkPjhw53Ck64VqzLUtrbWdL5695a77X79TNfCEjeffQYceaT9OnuNiwy5pPllbW1m/5Ok8KRrHa5ZY44fZIo+N6wq7YAtPGUKJLYqqTXZQcdOBQW5P0bu0cO8hqxravXqjiU8AbN4Fm2399lHzPdq4RmB118X9lWaFKBDbaPTkXM8AWfuYa47niKXQBGxrEEmYwokq4Oi4bu5JDx79rTDAjdsEPe9VCgahlnQifcarKoyzy09pzKu39GjbeEpg6QdT8AUni+9ZD72C3eVITy7dXP+jitXyheeBQVm2PRbb5l/z5njLTxLStQKkCSFZ0uLWXRSZpirG7T6qhVqq6q4UGureW+xbUeui07AvM733RdYutT8e/XqjhVqC5jC89//tv8WJTw70JIqOe77a6ShQ235oSKiuTm6wMjVUFvWCaSNZtLCkwp/1aG2LLTaZZyQK3q+6XfmUqgtXfdw/Xpx38s6lGHDbQcOdP4t4/qVPQBNg/DkLfAj6zqlbSnNx5KZ73jEEfbj995zvpakK8SKXtmUlzvz01as6FiOJ5DfjhWtz9IRHc+zznL+Te/7OHSgJVXECc/99wd+/vPg9/3yl86chIjcdtttOPPMMzFkyBB06dIFpaWlGDBgAL773e/iM5/Z5AcffBBjx45FZWUlampqMGnSJLz77ru+23rnnXcwadIk1NTUoLKyEmPHjsVDDz0U+xhSjQ615YdW0GtoEON45pLwZAfSdLCvQ23VkUuOJ50l/uorcd9bWuo89rjCU8b1KzvPi4babtni3X7LFJ504M+K3yQnSGRumzqcc+Y4X5PpCrHfx7olSbQL7JI2ql0xN8dTputaXOy8h/JZOHR04TlsGHDddebjE08ErrxSzPdq4RmBlSv51gzbssVeeDYGf/jDHzBz5kzU1NTghBNOwOTJk1FWVoaHH34Yhx56KJ577rmsz1x55ZW46KKL8Pnnn2PixIkYO3YsZs2ahXHjxuGpp55y3c6MGTMwfvx4vPjiixg1ahROPvlkLFmyBFOnTsW1114b+zhSC3V3tOPpD60IWV8vJsczl0JtWWhV26QdzySLC6kmV4WnSMcTcIpFmm/MA51EAuQsBzRypPjvpFhhpYDp9nnlecoUnn7iWoXwpMKChk7L3DZ1PtaudY5zZA7Oq6qcg1a6XSvn00JVu8BWb05SeG7caJ5/2j7KEEgdRTjQUOpVqzpeqC0A/OlP5ljvxRfFtZ30+tGhtoKprxeSWP/0009j+/btmDt3Lp588kk8+eST+PLLL3H33XejubkZl1xyCVqIYJo9ezbuvPNOdOvWDZ9++imeeuopvPjii3jzzTdRWFiIiy66CLXMj71t2zZ873vfQ2trK5544gm8/vrreOKJJ/DFF19g8ODBmDZtGl7P19xW7XjyI8rxzNVQW5Z8Ep5pdzxpqK3qkLo4sMvCiCSO8GSRse7exIniv5NSWek8B+vWub+PCk+Ry6kEoUJ40iVd6HqpMu+RffZxVrd94QX7sezBOXXqqfCkohNITniqdsX69nX+vWKF828Z+0DDbfNZeHZ0x9OiUyexaRMd5fqBSuHZ1mbmerz2mpA1PI8++miUuVzkl112GQYNGoSNGzdiIelwbrvtNgDA9ddfjyFkLaIjjzwSl156KWpra/HAAw84vuv+++/Hzp07ccYZZ+DMM89sf75Xr17405/+BACYNm1a7GNJJbq4ED9UeO7e7RxYdYSqtixUrCUtgNJUXEgUVMzTDioN6/XxIlPE02NPY7SGDBeVhQ68eYSn6H2i9wpdLxRQIzypq7xggbptn3qq/fj55+3HsgfndLma5cvtx2zkjKp2gS5ps2yZelestNQZcv7FF87XZdyDHcXxpOP3jup4yqCjXD+IKzwLC+1/APDPfzqfo/+Ki4EDDzTDHs47T8Cue1O8d5a6ZG/Hsnv3brz66qsAgLPPPjvr/dZzzz77rOP55/d2HG6fsUJ7Z8+ejUbaqeQLurgQP6xbQB2/jpDjmWaSDrWl2xfVTniFqeZSqG1aoUtT5DJJC0+63t+6dc5tqXDmaXEj6niqFJ6vvmrnGMsWntTh/fhj+3FSwpPmeK5f7wx3ViVOaJ4xvQYyGTkOf0cRDtRdX7fOmUffkRxP0ehQW0723dec/ejf37yZO3Wy/2b/DR5srvU5bRrwm98I2v1sHn74YXz55ZcYMmRIu7P55ZdfYs+ePejRowf60dj/vRxyyCEAgPnz5zue//TTTx2vU0pKSnDggQeisbERixcvFn0YyZOvobY0NFEUbF4YDe+LWtU2l3M80wQdXLJhZzzEDbWlQiZu2KeFFp7yoKGSsnBbL1Q0tGqwV/EmOrgRXUSpf39nu0gdJxVLa1DHc+FCu7KtbOF5zDH2ALKxEXjwQfOxbFeI5pfSwkZJCc9+/Zx9HxV+qsQJHevR7VdWyqks3VGEQ//+dg63YQBffmm/poVndDpQqG282DGaS1BQAJxzDvCPf8Tbo5DccsstWLBgAerr67Fo0SIsWLAAffr0waOPPorCvQPF1XsXsnYTnQBQUVGB6upqbN++Hbt27ULnzp2xc+dO7Ng7UPT6XL9+/fDhhx9i1apVGDVqVOC+jvQoKrFs2TIMElDpVyhsqK21IHKuI6NYDDuQoAJDO57JkrTjWVVli8OwFVa98KoIm0vLqaQVVnjKCAnu1s1c8/HDD8V/twWP40mLAdKcWxEUFAAHHGC7bwsXmscMqMkJo6GeDQ1mLtrAgfLD0YuLge99z5xgB8y1TH/6U/nHTMcf69ebE2ZFRdnCU1W6QGGheb6t9R5pjqUqx9NLeMqqtN5RHM+SEtN0WrXK/JueWx1qG52Ocv1AZI7na6/xLacimJdeegn//Oc/8cQTT2DBggUYMGAAHn30URx66KHt76nbG+bTiXWmCBV7Qy927Q2TrCOhQV6fYz+TV7ADLroWWi4TteKsH4WF3ks4dMQczzSRdHEh7XjmFgcd5PydTz5ZznYGD5bzvRZBwrO52Tm4ES08Aaf4o2t5qsgJ69zZmYtm5XmqmJw58UT78XvvmX2nbOHp1c+wbYLKyWMabk1JOtRWVsG7DuRYef62ut+JjhaeERg/3plnoIjZs2fDMAxs374db775JoYMGYLx48fj5ptvVr4vQSxYsMD1X+rcTiB7kJ0v4bZRK84GQXNGojqeOtRWPEk7njKEJ83Ho8eUq8JTRvh7VPr2Bf78Z+DYY4H//MdZnTOXoKG2bsKT5twBcoQnzbOkwlNVFUy3AkMq8ku/9jU7FHHbNuDll5MrwJJkm+AlTpIItaXtpCzh2YGEg+dvm5YCfLkInbjYuTN/xtwuqF9ORRLV1dU49thj8cILL+DQQw/FDTfcgA8++AAAULl3oNbAVtcj1NfXAwA6722UKsngzutz7GfyCrYByZebQFaVUuqKR83x1I6neOKcU8MQE2prsbe9kEYuLadCB590UJ4GLrsMePNNM3VEFrIHaEGOJw2zLS2VU2yFhi3TSquqhCcVviodzy5dgMmT7b//8x/5x8xOFFvbS7LSddKOp0eKlA61FYDXb6uJDr1+AHET1Skkb4SnRXFxMc4991wYhtFepbb/3pCbtWvXun6mvr4etbW16Nq1a7uIrKqqQpe9boXX56znB9AFdfMFtiPLl8q2qoWnzvFMljjnlJ1siRtqK5tcWk6FdrKs+9YROPxwud9Pzy+tKGvB5nfKCMGkAoPeS6qEJw31XbLE/F9VHjSdtJgzR35BpZ49nefSKniY5BqLSQtPGmpL+f/t3Xl8VPW9//H3BMhCEpYAIjuKEAWFCArigimliCCCQrW2/sqi7bWKYlHpffhzQeXeWleoenlYq2hrV5arRasVqhV/ilpFwAVFUFCpSgqGJRAIyfz+OEzmO5OZZJI5y5wzr+fjkQdnzmzfCZOZ8z6f70LFM30ET/u1axf7ORzg91Dggqckde7cWZJUceTLtbS0VHl5eaqoqND2BGd/1x6ZACF+gqAhQ4bEXG+qqanRe++9p/z8fA1wYyZEtwW1q60TYzyl2AN9s7KVjbPatnQdUyfYGTzT7WrrpHDYX8HTnNnV7i9Y8/8pU0/gjBrVcJ+dwaCpIPn559Hto4+273lT4VYYMtbrrp/kxq3gac4y++GHsZOAOVXxNIc6Rbo2m721GpnjwhHJwolb7TCr/iY3gmeQZ7WVCJ5OyMnJmnHCgQyeL7/8siTVj50sKCjQ6NGjJUlLlixpcPulS5dKkiZOnBizf8KR7jKR603PPPOMqqurNWbMGOUHcQrp+IPsIFY87RzjaR7omeG2Oc9h3jZ+6Q9zcqdMn13YnFzJ63UR0wme8e/5llQ8nejWZb6myIGlV8smtFR8dcDOcZ5OjKu1W6LQk6xroBPMJcDcPnHqVvA0J3CqqLDeC26NeTzuOOnICXBJ0pFjEknuzOQbmUwnE4OnW98JeXmJq55OPX98aMikset2I3g6w/zMMHulBIwvg+err76q559/XnVxM63W1NTogQce0G9/+1sVFBTo4osvrr9uzpw5kqT58+fr40i3G0lr1qzRww8/rA4dOuiyyy6LebzLL79c7dq109NPP63ly5fX79+xY4fmzp0rSbruuutsf30ZIagVT6e62trxHI0Fz5aGWS+YwdOp8TSpMg/wm1tFztSKZ6KJY+LHSWb6tPZmxbO2VrJzZnA/BM9EISBZ18B0hcMND4KN70DHgqf592L2AjHfq04Gz27dYv8Otmxxb5KfUCi26mlWPJ1YokdKPIuwl8GzffvEa9a6eTLS/J1EmLOC28k8mXboUOaNXbdTp07OVY6zWdeu0e2vv/auHQ7zZfD8+OOPde6556pr164aN26cfvCDH+icc85Rnz59dM011yg3N1ePP/64ehlf5GPGjNHs2bO1c+dOlZWVafLkyRo/frxGjRqlw4cPa/HixepgnrGSVFJSoscee0w5OTmaOnWqRo8ere9+97sqLS3V5s2bNWfOHJWXl7v74t0S1MmFnOpqm+w5WlrxjJ/YhuDZMuZBXnOXBLKj4unEQZYZUL74wnqvxB/kuH2Q2Vxxn7X14zztqOz7IXj26WONyzPZWfHs1Cm6XVcXO8FQOBy7hqhTwdOsinz2WbTS6VbFMxSSzBnj44On0z2VRoxw9vHjJZpF2MvgKSUOnvF/+04yfycRbgRPKdBdJRUKUfV0AsEzc5199tm68cYbVVpaqg0bNmjJkiV69dVXVVJSoquvvlrvvvuuLrroogb3W7BggRYvXqwTTjhBK1eu1Jo1azRmzBitXr1akydPTvhcU6ZM0erVq3XOOefonXfe0V//+lcdd9xxevzxx3VvZJHoIGJyIfefI/62Ztj0U/A0D/a9Dp7piH/PpzurrV3MgHLwoNUlxzzADIUyf1bb1q1jfzeRgzQ7xuD5IXiGQg0PVOMvp6Njx9gxbu++a/0bDku33x47y2yi8aZ2OOaY6GdVOBwdZ+nmhDdmd9vNm52f5MdkrCXuCrO6t3mz9bfkdfCMP3nUurW7vTHcrHjm58e+n4McPKXYMdSwh3kyMsDBs+VH3kfGTLZIKCT9/e8tvvsxxxzT4nU6p0+frunTpzfrPmeccYaee+65Fj2fb+XEnZMISsXTqTGeJjsqnpHHiXyR+Sl4ZlLFMx2Z2tW2fXtr+YtI98XPPosdr9a2beaPA5ascBR5r0QqntkSPCXp29+WPvrI2u7f3/7/s5NOilY6N26Uzj1X+vnPpXnzorcZPjz5JCzpat3aqjh++KF1+aOPpBNP9DZ4urme5tChzj5+vP79rRPGtbXW99zmzd4Hz3jt27v72ZQoeJpDFezWsaP05ZfW9jffOBdyM8FJJ0kJ5j9BGsyK544d3rXDYS0Pnv/4R+L9oVDyQdWR6/xwUJTtQqHol5gUzOCZaRXPRMEz0XamB0+Tn4Nnpna1jXRzilSxNm+O7faU6eM7I0pKpG3brO1IdcCOyV/8Ejxvv93qBrt7t3RkDgJbmV0aI7/Xxx6Lvc1DD9n/vKbS0tjgKXkbPM31Sp3+O+na1Qr1idZRdUJurvV6I7/njRtjg3amBE83Jepq69RYasn6m4sEz8rKYAfPuFUgYAO62jbh008b/syaZVXKLr5Yeuopad066+fpp6Xvfc86cJs1K7abDzKXeaAdlK62fhnjGf84mRw8GzuR5PWstumwYx1Pp4K3OS7v448zr7KRikTr3mVTxbNTJ2nRIun3v5dOOcX55/vnP61xjhHXX+/885rv00wInm6O8ZTcr3rGTzBkfi54cUKqS5fYy25/H5hjnSWrK6OdXdrjZdNanuYMrBGJxvQidVkSPFt+5N2nT+zl3/1O+p//sULmkWVI6g0eLE2cKF16qXT++Vb3nvj7I/OYB9pUPJ1/Dr8Gz8YCgp9nvjP/H3NyWtZTw6kDLfOAftOm2ADhp4pnRKSrrR0VTzPs2zlbrp9VVkpXXx29XFoqtXC4SrOYa0tGgqeb4c8Mnv/6V+zBsht/J24ukSNZwfOpp6ztDz6I/Vvw4oTUgAHSa69FLzsZ+pL53e+kH/zA2r7lFmefK5uCZyJOVpOzgTnGk662Kbj/funMMxuGTtP48dZt7r/fCqHIbGZoCmLwzLQxnn6dXChZQGjVyrlw7wY7TlI4FTzNM6O7d3tf2WgJpyqe5vj0IK+l1xTz5O5dd8Ved+ed7kxAFR88w2Fp377ovqIiZ5+/Z0/rdUbeV5H1LSV3/k7cHlYUP7PtSSdFL3sVPE1ezIT6/e9bJxyqqqRJk5x9rmwKnol6ALl9oiVozO/1igrruNup5Zc8ZN+sths3pjZJQffu0TEfyGxB7GqbyRXPUCj29n4Jnpk+g2pLmSdbWvpecergNv6ANtPGcqXCqYonLHHrUtebPNn5A/AIM3hWVlrdx8yTJE4Hz1atYg+Gzc/mIAbP44+PbmdCF/z4iXycWrqnKWPHShdc0HDSRLtlU/A88cSG+7yoaAeJGTzr6qSdO71ri4Ps+yssLJTefLPxtfLq6qxxJuYAf2SuIHa1zeQxnvG3jzxOOJzZwdMPy3e0hHmQ2tKzjm4deFLxRLz+/RtOAJKXJ82f7977snPn2P/ntWtjr3c6eErJqzBujPFM9Nzx4w7tZHatjV9OxYvPhfjPzaAvwWFO6FVZGXvc5HTodVtxccNjESYOTU9RUeznUkDHedr3l3DOOdakQVdckXhczb590k9+Yt3mnHNse1o4yAxmQax4OhXgzC8bO4Jn/O8+04KnFMzqlB0VT6eYX04VFf6seJqBhIqnM666KrrdqpU13m3QIPeePxSKrXq+/Xbs9V4GTzeCmNvLeZjq6qzwE2GGIreMHBn9POra1VpCKMjiT6YF/fPMnBX71FO9a0dQhEKxn1eff+5dWxxk39HUz38urVolPfqotGSJNG5cdIzJtm3S889ba7Z17Sr993/b9rRwUBArnk51tU1WnWnuc5ihMtJWs9oZf5tMkZcXvIlc7Kh4OuXkk6Pba9dan7cRVDwR8aMfScOGWbPOn3RSbAh0S2mp9Prr1rZZ8czJ8a7qKHkXPJ1cYsOcPKm2NnZMqxfdIPv1k95/X9qwQRo1yt+TzaUivuIZ9OB5+eXWbNEvv+zOZGXZoHdv63cqWWt0B5B9R949e0pr1lhVzb/9TfrTnxreZuxYa/p4Zr7yh6BPLmRn8ExWZbKj4umX4Bk0bowHbqkhQ6yD9upqK6yZ6yq7cTBvB/NAOFKZCfqBmttCISt4DhvmXRuSVTyLitzpmpes0udG8Dz22IZrmztZ8SwpsWbGjMyIaS4n5NVSF337Wj/ZoLGKZxBPpIVC0i9+4XUrgqV37+h2ZJ3rgLH3aKpvX+m556yzq//v/1nTl0vWGb4zz/RmRjO0XBAnF3JqjGeyccvpVDz9FDz9EnaaI5O72ubmWhWEF16wLpvB0y9jibyqeGbzTLdeMIOn2XXMjW62UvJw68ZnVuvWDd9vRx/t7HOecELipRiY+MV58SfTzM8zTqQhFeZs5FQ8m+GYY6wf+FvQu9raGeCSBU8nKp6ZeOY0iF+qmdzVVrJmJ40ETz8yD9J277bGpNlR8TRPEpiPJ1nPQfB0V7LuvW4Fz2Tc6vb5ne9IK1da261bO19pHTjQ6voYj+DpPLO6ng1jPGE/s+IZ0ODp3Knxjz+2ut5u2uTYU8BhdLVNnV0Vz0TLqfih4pnoSzUTw1pzZHLFU5JmzPD379g8SAuHrfBpR8UzfpyVKf5vCc477rjEVXivg6dbz3/llda/rVpZw5CclmhcqUTwdIP5O66qsn4iCJ5IRRZ0tbU3eB48KN14ozXA/fjjre61d94Zvf7JJ6WhQ6V162x9WjiErrapc6viGQplZthI9KXq9YFlujK94pmfb00e41ft28detqtC0NhaegRP9+XlJR7j59bnQ6LP+YIC904mTZ5srV2+aZM0erTzz5coeBYWZmZPmaCJH09sLodB8EQqzOC5fXtwjr0N9gXPAwek8nJroHFurjR+fMMuTaNHS+vXS3/+s21PCwcFvattJlY8mwqemVjtlBJ/qfp9BkO7Kp5OHnDcdptzj+20Vq1iw2f8mKiWHiibwXPPnti1pQme3kjU3dat5T0STeZjrnfphtJS9+a4iF+7VXJ2Jl1EFRfHVve/+iq6TfBEKszJV+vqrPAZMPYFz7vukt54Q5o501qrc8WKhrfp3t0af7BqlW1PCwexjmfq3Kp4+il4BqnimU7wdPIA+6ijYpdS8Rsn1r0zHzPShTeC4OmNRMGza1d3ntusIET4/aRYY446quEcG14so5ONQqHYz3sqnmiugoLY48k9e7xri0PsC55/+pP1Ab9oUeOzxZWWBnZR1MCh4pm6ZMupUPH0L7u62jpd2Rk50tnHd1J88LSj4tm+fexMpmZ3W4KnN7wMnuYskRFuVzzddtZZsZcHDPCmHdnI/EwzK550dUaq3FhmykP2Bc9PP5VOOaXpA+3c3IbjbpCZgji5kN+XUyF4No/5AW52uUyFXV1tnQ6e8Sc93Fif0C6NzQLZ0gO1nJzYYEHw9F5ZWcN9Rx3lznN369bwxFEmfDY5KX7s99Ch3rQjG1HxBBplX/AsKEgtUH76KbOr+UUQJxdye4xncw+egxQ8M6Grrfn7j19aoyl2VTyd/rwbNiz28vHHO/t8djJ/NxUVsScH0gnQySYYInh64+STG34WulXxbN1a6tEjdl/Qg+eZZ0p332393n/yE+nii71uUfYwP3sInkhXAJf/si94lpVJb71lHTwk8+mn0jvvSKeeatvTwkFB7Gpr/hEnmuK/pZJ1tW3ul02QgmcmHNyZ7Wpu8PRLxTP+89RPJ/bMtn75Zex1jQ3ZaM7jEjy9l5cnjRgRu69zZ/eeP36cZ9C72krS9ddLa9dK//M/mfu9EURUPJGuTp2i2wFcUsW+I+8f/Ujau1e65BLp3/9ueH1lpTXxUE2N9OMf2/a0cFAQu9o6JVmIzZbgmSiYZVrwNMcPpsIvYzyLiqIzWXbqJE2a5Ozz2cmN4Gmu5Unw9M748bGX3VwbN36cJyEATjE/e6qro9u855Cqk06Kbr/7rnftcIh9wfOSS6TvfU968UVr2vDITIuvvmodCPXtK738svR//o903nm2PS0cFMSutm5r7pdNoiqz2f0wE9eTlBIPhs+ErrbpVDz9MKttxPLl1tIqzz/vr2oOFc/sMW1a7JAEc9kApyWa2RZwQrLPe4InUmUuibRhg3ftcIi9pxx/9ztrTMHdd0svvGDt+/hj66d9e+m//kv6z/+09SnhoCB2tXVbc79sgjSbWSZMcpMJXW3dqFL36yfdcovzz2M3sypu9pRp1Sq93znBM/N06ya9/rq0YIE162r8kh9OYjkRuCXZUAeCJ1IV8IqnvcEzFJJuuEGaM8caW7B1q1Wt6dnTGofEdNL+Qlfb9GXzl00mhGi7Kp52V5qTjQnONuZ7xOyWlk61U2o4W24EwdNbJ54o/frX7j+veSAn8X0G5yQLnhz/IlVmxfOjj6xjlwAdSzozyKJVKytoJppEaMcO6b77pDvvdOSpYSO62qYvQB8WvpQJFc9E/NQd1i12Bk8qnjANHGh9FkQ+A04/3dv2ILiSdbUleCJVAwZY84bU1VnHIZ99JvXv73WrbGPjtJ5N+Pxz6eqrre41d9/t2tMiDXS1TR9fNt6KD57NmZrcyYonwbMhgieckp8v/eIXUpcu1vIil13mdYsQVMkqnpnQAwj+0Lp17BCdgB1/p3cav65O+uMfpb/9zapkHnWUdO650kUXRWf5/Pxza9KL3/42eiB3wQVpNhuuMKs8VDxbhoqnt8zffzhsvY9THXPp1JqvEsEzETuDZ0lJdHvXrug2wTN7zZ4tXXMNAQDOcmMyOcDHWn40dfiwNT363/8eW0V48klpyRJp2TLpiSekWbOk/fut20yeLM2bF9t/GZmLimd6QiF3lwxAQ/HB/+DB1IOnk11t27e39/GCwFzuxs7guXNndJvgmd0InXCan9ZRRuZq2zY6NGDHDun4471tj41afjT10EPSqlXWAcL06dKgQdY6ns89Jz31lHTFFdIjj1iBc+xYa0xnWZld7YYbmFwoPXl5HOh4LVHwTHWZF7raeifd4GkuwE3wBOAWKp6ww4knSq+8Ym2vXy+NGuVte2zU8uD5xz9aB2Mvvxw7idB//qc1huLhh62D7rvvlq67zoamwnVMLpQeutl6L36MbXMmGLKr4pkoZBI8LTlJphlIdykeM3ju3WtVU3NzY4NnZPIGALALwRN2OPnkaPB85x1v22Kzlk8utHGjNTNcoplrb7jB+vf44wmdfkZX2/QQPL2XTvC0q+LZq1fDfQRPi9kl1mRnxVOKjvM0g6cb66sCyC65uSyXhfSdfHJ0m+B5xN69Ut++ia+LLAw9ZEiLHx4ZgK626cn2GW0z4cA+Jye2HeY4wqbYNblQz54N9xE8LV26JN6fbvAsLIz9+4t0tyV4AnAa4zyRLnNo4vvvN+/YJcO1PHiGw8mrAJFxbekePMBbdLVNXaIznNle8Swu9roFlpau5WlXV9tEFc+jjmr54wVJ586J96f73REKxVY9E1U8s/3EEABn0N0W6Ro4MHpytKZG+uADb9tjI/fW8YT/0NU2dYlCVrYHz0yp6rU0eNrV1bZbt4b77J6syK+SVTztqEaa/++R/0vz/5SKJwAnUPFEunJzrUlbIwLU3Ta94PnEE9YBVKKfUCj59Swx4Q90tU1dtgfPRLP3UvG0EHCSix+LGeHUbNB0tQXgNIIn7BDQcZ7pBc9wuGU/zCToD3S1TV22B8/Cwob7MiV4ml0qvah4StK550a3zz8/vccKkry81Je3sQNdbQE4ja62sMOwYdHtN97wrh02a/lpfMJj8NHVNnWJQlY2jXFOFB4ypattsiU7mmJXxVOSFi2SysutMDt/fnqPFTRu9oAxJ2ggeAJwQrKeHEBzjBwZ3X7nHam6OhDHlfR5RXLmASEVz8YlCp52VXLCYXsex0mJXmumVDxbyq5ZbSWpTx/pk0+sE3aM7/SOWfEOwBc4gAyUaPI4TnShuU48MbpdUyPt2CH17u1de2zC5EJIjopn6vLyGoaTRN1PW+LAgeh2ph4sBz142hEWQyFCp9eqq6Pb2dQVHoB7unZtuC/ZDN5AMgGdD8eXwXP//v166qmndNlll6m0tFT5+fkqLCzUkCFDdPvtt2vfvn1J7/v4449r+PDhKioqUklJicaPH6/XXnut0ed79dVXNX78eJWUlKioqEjDhw/Xb37zG7tfVuZhcqHUhUINg5ZdFc+qqui2XWHWbpnc1balzPc8gTEYzIonwROAExJVPJPN4A1kGV8Gz9///ve64IIL9Nhjj6lVq1Y6//zzddZZZ+nTTz/VrbfeqlNPPVU7duxocL9rr71WM2bM0HvvvacxY8Zo+PDhWrlypUaNGqWnnnoq4XMtW7ZMZ599tp5//nkNHjxY48aN08cff6xp06bp+uuvd/iVeozJhZonPnjaFRL9Gjwzta2pYukNd7R0DG5L0NUWgNMSVTwJnoAkn47xbNOmjX784x/r2muv1QknnFC//8svv9SECRP0zjvv6Nprr9Xvf//7+utWrVqlhQsXqlOnTlqzZo369+8vSVqzZo3Ky8s1Y8YMlZeXq4MxG9muXbs0c+ZM1dbWatmyZbrwwgslSV9//bXOPPNM3XvvvTrvvPNUXl7uyut2HV1tm8epiuf+/dHtTA1ziV6rm4HCCXZ3tUViPXpIu3a581wETwBOI3jCDqGQdPvt0cvt23vXFhv58shw2rRpevjhh2NCpyR169ZNDz30kCRp+fLlOmTMYHjfffdJkm666ab60ClJI0eO1BVXXKHKyko9+uijMY/361//Wnv27NGkSZPqQ6ckde3aVXfddZck6d5777X3xWUSuto2DxXPYLFzciEkd8wxDfc51Q2WrrYAnNajR8N9jPFEc4VC0s03R38InplpyJAhkqSDBw9q586dkqQDBw7oxRdflCRNnTq1wX0i+1asWBGz/9lnn016nwkTJig/P1+rVq1StTlhRZAEsautkzPEMsYzWAie7ujbt+G+7t3Tf1xzFslIrwEqngCclqiHDGt7ApICGDw/+eQTSVZ33JKSEknSRx99pIMHD6pLly7q2bNng/sMHTpUkrRhw4aY/evXr4+53pSbm6sTTzxR1dXV2rRpk62vIWMEsautk2HCjYpn27b2PKbdghg87VzHE8n169dwX7du6T+uGV6/+ML6l4onADf85CfR7Zkz/T/0BLBJ4P4SFi5cKEkaN26c8o4cWHz22WeSlDB0SlJhYaE6dOigb775Rnv37pUk7dmzR7t37270fpH927Zts+8FZJIgdrV1cgH5bO5qG8Q1yqh4uuOUUxrusyN4mp/bBE8Abpo7VzrrLOmcc6QjQ7MA+HRyoWT++te/6tFHH1WbNm10xx131O+PLK/StpFqUWFhoSorK7V3714VFxfHLMmS7H6FR0JAJKw2ZdCgQQn3b9myRf0SnfX3WhC72tbURLedDp7Z1NU2iAie7hg61Jo12PzbtKOrba9e0e3PP7f+pastADf07SutXu11K4CME5iK54cffqhLL71U4XBYd999d/1YT6QhiF1t3ax4duyY3uNFxqMSPL1B8HRHfr503nmx++wYD2VO8PGvf1n/UvEEAMAzgTia2r59u8aNG6dvvvlGc+bM0ezZs2OuLzpSedpvLksRp+rIwX3xkfBQZFSr9u/fr3bt2jV5n6a8//77Cfcnq4R6zjzYDkrF08ngGT+GI9GkKU1JFPb9sJxKvHbtrBnZ/Izg6Z4bb5T+93+t7ZycxAuwN1dBQXQ78n9J8AQAwDO+r3ju2rVLY8eO1bZt2zRjxgzdc889DW7Tu3dvSdIXkXE+caqqqlRZWamOHTvWh8h27dqp/ZGpi5PdL7K/T58+ab+OjBS0imdtbezrsDt4HplFuV5LxqmZbYp0PTRnTfZL90Czm6NfETzdc8op0t/+ZlU+f/Ur6cjEcLajqy0AAJ7xdfDct2+fzj33XH3wwQe68MIL9cgjjyiUoMpSWlqqvLw8VVRUaPv27Q2uX7t2rSRp8ODBMfsj3XUj15tqamr03nvvKT8/XwMGDLDj5WSeoFU8zTFkkjWuzE7xS7W0ZBY7s01mdTbCL1XEROuY+Y35nk80PT7sNXastGKFdNllzj0HwRMAAM/4NngePHhQkyZN0ptvvqlzzjlHf/jDH9QqycFhQUGBRo8eLUlasmRJg+uXLl0qSZo4cWLM/gkTJsRcb3rmmWdUXV2tMWPGKD+oBzBmcHJy/Uu3xAdPuyueP/1pdPuKK1r2GGbwjG9vJosfk3fggCfNaFJz3sdUPIOHrrYAAHjGl8GztrZWl1xyiV588UWdddZZWr58uXKbCBFz5syRJM2fP18ff/xx/f41a9bo4YcfVocOHXRZ3Jn2yy+/XO3atdPTTz+t5cuX1+/fsWOH5s6dK0m67rrr7HpZcFp8BdHu4FlaKr30kvTQQ9Kdd7bsMfwaPONnfv7qK2/akYgZMMzg0RTW8fQ38z35zTfWv37stg4AQED48mjqwQcf1P8emYiic+fOuvLKKxPe7p577lHnzp0lSWPGjNHs2bO1cOFClZWV6Tvf+Y4OHTqklStXKhwOa/HixeoQV7UpKSnRY489posuukhTp05VeXm5OnXqpFWrVqmyslJz5sxReXm5ky8VdnI6eEpSebn101J+DZ6S9MMfSr/5jbX9s5952xaTOcmMGTyaQsXT38zJvbZutf6l4gkAgGd8eTT1TeTstVQfQBOZN29effCUpAULFqisrEwPPvigVq5cqdzcXI0ZM0Y333yzTj/99ISPMWXKFK1evVrz58/X66+/rkOHDmngwIGaNWuWpk2bZt+LgvPig6fdYzzt4Ofg+cAD1pIyBQXS977ndWuizMpWc7oAEzz97ZhjotuVldKuXbHBs5F1nQEAgP18eTQ1b948zZs3r0X3nT59uqZPn96s+5xxxhl67rnnWvR8yCBm8GzdumWT/zgt0ay2ftGunfTgg163oiEzeFLxzB5HHWWdBImcbIhfzsovSxMBABAQGXjkDTjEDHJOdLO1g58rnpnK7GpLxTN7hEJSx47Ryzt2xF5P8AQAwFUET2QPs+KZid1spcTLqdTVRff5ZTmVTELFM3uZfy9VVbH7zRMSAADAcQRPZA8zePqp4rl7d3RfcbG77QkCO4In63j6nxk827bNzK72AAAEGN+8yB5+DZ7GZFoxXQeRGrraQooNnnSzBQDAdQRPZA+/Bs/Kyug+gmfz0dU2e5n/bzt3RreZ0RYAANcRPJE9/BA842e1PXAgdgkIgmfztXQdz9ra6DbB05969oxuf/BBdLuwkPHSAAC4jOCJ7OHHWW3NbrYSwbMlWMcze5lreZrLqdDVFgAA1xE8kT38NqttfPDMy4sNUUhNS7ra1tVJ4XD0MsHTn/r2jW5v2RLdThQ8zf9vAABgO4InsocfutrGL6fCxELpa8nkQma1UyJ4+lX37on309UWAADXETyRPfwWPGtqmFjIDi2peBI8gyHZkin0HAAAwHUET2QPM3Rk6oFn/ORCVDzTR/BEvETVTrraAgDgKIInsocfgmdjYzwJni3Tki6V8cGzVSt72gJ3Jat4SnS1BQDAZQRPZA+/B88OHVxvTtai4hkMJ5zgdQsAAMARBE9kDzN45uV5147GUPHMDOYanhLB06+GDUt9Bmu62gIA4CiCJ7LHwYPRbT9UPJnV1jtUPIOhoCDx301eHl1tAQBwGcET2cOPXW2Z1dYb8cGzsbGC8J+hQxvuo+IJAICjOJpC9vBD8DRntT10SNq9O3q5fXv325OtzODZujXVMT/r27fhvpEj+T8FAMBlBE9kDz8ET3Ps6cGDsVUYZlZ1T3zwhH9NnBh7uX17afhwb9oCAEAWI3gie/hhciGzXYcPS3V13rUlmxE8g2PAgNjLF12UuOs0XW0BAHAUR1RITRAOyvxW8ZRiJ0SCe8zgSaXZ3y64QJo7V3rjDalHD2nePGs/XW0BAHAVwRPJmQfc8ctL+JEfg+ehQ960I9tR8QyONm2kX/zC61YAAJD16GqL5OLHG/qdH4NnEH7vfkTwzD5B6NUBAEAGI3giuaAFTz+s42nOaisF4/fuR2aFn+AZTHS1BQDAVQRPJGeGoCAEID9MLtS6dezEJ0H4vfsRFU8AAABbETyRnBnOgjDW0A9dbaXY3/u+fdFtJrlpGTPIpzpWmeCZfehqCwCAowieSC5oXW0PHIhu+yV47tkT3W7f3v22BEHbttHt/ftTuw/BM/joagsAgKsInkguaMHTDB1mGMk0yboBEzxbhuAJAADgOYInkjPHeB465P+uaGboKCz0rh1NIXjaywyeVVWp3Yd1PLOP3z/fAADIcARPJGcGoHA49mDcb8JhKp7ZyjzJQMUTEXS1BQDAVQRPJBekNSUPHYqdWCaTg2f8kioRHTq42ozAoKstAACA5wieSC5Ia0rGBw4/drUtLna3HUFh/l8fOCDV1TV9H9bxzD50tQUAwFEETyQXH4D8vKRKfPDM5IpnouBZXMxYw5aK/782ZzdOhopn8NHVFgAAVxE8kVyQKp7mpDKtWklt2njXlqYkCp6M72y5+OCZSndbgmf2oeIJAICjCJ5ILicn9qDbz8EzfkbbTK52EDztFR88U5nZluAZfJn8GQAAQAARPNE4MwQFpattJnezlaT8/Ib7CJ4tl5MT+zul4gkAAOA6gicaZwZPP1c8zSpXpgfPRO0jeKanuTPbEjyzD11tAQBwFMETjQtK8IzvapvJEgVPllJJT0FBdLu5wZNJnYKJrrYAALiK4InGmRMM+Tl47tsX3c70imeiYEzFMz05zfyoo+IJAABgK98Gz7ffflt33nmnLrzwQvXs2VOhUEihFM5gP/744xo+fLiKiopUUlKi8ePH67XXXmv0Pq+++qrGjx+vkpISFRUVafjw4frNb35j10vJbEGpeO7aFd0uKfGuHamgq633CJ7Zh662AAA4yrdHVHfccYeefvrpZt3n2muv1cKFC1VQUKCxY8equrpaK1eu1AsvvKClS5dq8uTJDe6zbNkyXXzxxaqrq9OoUaPUuXNn/f3vf9e0adO0YcMG3XPPPTa9ogxlTspSXe1dO9K1c2d0u1Mn79qRCoKnGvgXHwAAGDxJREFU92pro9sEz2Ciqy0AAK7y7RHVyJEjNXjwYJ166qk69dRT1bdvXx1spCK3atUqLVy4UJ06ddKaNWvUv39/SdKaNWtUXl6uGTNmqLy8XB2MsXS7du3SzJkzVVtbq2XLlunCCy+UJH399dc688wzde+99+q8885TeXm5ky/VW+bYOIKnO+hq6z0qngAAALbybVfbn/3sZ7r99ts1ceJEHX300U3e/r777pMk3XTTTfWhU7IC7BVXXKHKyko9+uijMff59a9/rT179mjSpEn1oVOSunbtqrvuukuSdO+999rxcjKXGTwPHPCuHenyU/BMVPE0x9rCeQTP7ENXWwAAHOXb4NkcBw4c0IsvvihJmjp1aoPrI/tWrFgRs//ZZ59Nep8JEyYoPz9fq1atUrWfK4FNCWLw9OMYT7iL4Bl8dLUFAMBVWRE8P/roIx08eFBdunRRz549G1w/dOhQSdKGDRti9q9fvz7melNubq5OPPFEVVdXa9OmTQ60OkOYYzyDEjwzveKZ6cu9ZAOCJwAAgK2yInh+9tlnkpQwdEpSYWGhOnTooG+++UZ79+6VJO3Zs0e7d+9u9H6R/du2bbO7yZkjKGM8zbUbi4u9a0cqqHh6j3U8sw9dbQEAcFRWnMrfd2QNx7aNHNAXFhaqsrJSe/fuVXFxcf19Grtf4ZHKVCSsNmXQoEEJ92/ZskX9+vVL6TFcF5SutqZM72JH8PQeFc/gy/TPAQAAAiYrKp5IQxCDZ6YrKvK6BSB4AgAA2CorjqiKjhzI7ze7W8apqqqSJBUf6YZZZBz879+/X+3atWvyPk15//33E+5PVgnNCEFZx9NPjjqq4b4czhGlxaxu1dU1fXvW8cw+dLUFAMBRWXE027t3b0nSF198kfD6qqoqVVZWqmPHjvUhsl27dmp/ZO3EZPeL7O/Tp4/dTc4cQal4micdMj3EdenScF+3bu63I0jM93EjJ6Dq1dREtxnjGUx0tQUAwFUZfgRuj9LSUuXl5amiokLbt29vcP3atWslSYMHD47ZP2TIkJjrTTU1NXrvvfeUn5+vAQMGONDqDBGE4FlRIZkTQJ1wgndtSUV+vhRfYU8ywRVSZHZfPtJToVFm8GQN1exAxRMAAEdlRfAsKCjQ6NGjJUlLlixpcP3SpUslSRMnTozZP2HChJjrTc8884yqq6s1ZswY5ZvdUYMmCMHzhRei20cfLR2pgGe0+Cpbr17etCMozCVqmhs827Sxvz3wHhVPAABclRXBU5LmzJkjSZo/f74+/vjj+v1r1qzRww8/rA4dOuiyyy6Luc/ll1+udu3a6emnn9by5cvr9+/YsUNz586VJF133XUutN5Dfh/jGQ5LCxdGL48b548Dzo4dYy8f6faNFjKDpzFjdVIETwAAAFv5Nng+++yzOu200+p/Dh06JEkx+5599tn6248ZM0azZ8/Wzp07VVZWpsmTJ2v8+PEaNWqUDh8+rMWLF6tDhw4xz1FSUqLHHntMOTk5mjp1qkaPHq3vfve7Ki0t1ebNmzVnzhyVl5e7+Ko94PeK5/r10j//Gb08e7Z3bWmOmTOj21On+iMsZ7LmdrU98nkiia622YKutgAAOMq30zVWVFTojTfeaLDf3FdRURFz3YIFC1RWVqYHH3xQK1euVG5ursaMGaObb75Zp59+esLnmTJlilavXq358+fr9ddf16FDhzRw4EDNmjVL06ZNs/dFZaLmdlHMNObYztJSqazMs6Y0y9y51ljU3bulKVO8bo3/0dUW8TiZAwCAq3wbPKdPn67p06e7cr8zzjhDzz33XLOfKxDMStHevd61o6UOHoxu+2ksbps20oUXet2K4KCrLQAAgKd829UWLjHXKE3lgD3TvPdedPuYY7xrB7xFxRNNoastAACOIniicX6veJpL4Qwb5l074C3GeCIeXW0BAHAVwRONMyueVVVSXZ13bWmJt9+Obg8d6l074C262gIAAHiK4InGmcEzHJb27/euLc315ZfSV19FLxM8s5cZPFN5DxM8sw9dbQEAcBTBE40zuyhK/upuu359dLtbN+noo71rC7yVY3zUpRIwCJ7BR1dbAABcRfBE4/LzpVatopf9NMHQJ59Et48/3rt2wH8Y4wkAAGArgicaFwr5d4KhrVuj28xoi+ag4hl8HTrEXu7WzZNmAACQLQieaJo5ztOvwbNvX69aAT8ieAZfQYG0eLE0YoT0q19J7dp53SIAAAKttdcNgA/4dS1PgidayuxqS/AMrunTrR8AAOA4Kp5oml+72n72WXS7Tx/v2gH/MSuejPEEAABIG8ETTfNjV9uDB6Wvv45e7t3bu7bAf+hqCwAAYCuCJ5pmVjz90tX2iy+i26GQ1KOHd22Bv4TD0uHD0csETwAAgLQRPNE0P1Y8zW623boRHpA6s9op8d4BAACwAcETTfPj5EKffx7dppstQqHodm1t47eND56M8QQAAEgbwRNN8+PkQmbFk+AJc6mMPXsavy0VTwAAANsRPNE0v3e17dXLu3YgM3ToEN2urGz8tgRPAAAA2xE80TQ/Ti5EV1uYOnaMbn/zTeO3NdfwlAieAAAANiB4oml+r3gSPBFf8QyHk9+WiicAAIDtCJ5omnnQ3lS1KBOEw3S1RSzzPVxX13jlvro6up2bK+XwMQkAAJAujqjQtE6dots7d3rXjlTt3h0bLKh4wgyeUuMnUMzgmZ/vSHMAAACyDcETTSspiW77IXia1c78fKlzZ+/agszQpo1UWBi93NgEQwRPAAAA2xE80TSz4llVJR086F1bUrFrV3S7S5fYNRyRvcxJsqqqkt/OfH8TPAEAAGxB8ETTzOAp+aPqGcH4PESkegKCiicAAIDtOCpH09q2jT0A91PwBJrLDJ55ed61AwAAIEAInkiNOc6zsfFxgN9R8QQAALAdwROpad06ul1X5107UlFbG91mfCeai+AJAABgO4IngufLL6PbXbp41w5krsZOnjC5EAAAgO0IngieL76Ibvfs6V07kFnMZXW+/jr57ah4AgAA2I7gieAxg2evXt61A5mld+/o9rZtyW9H8AQAALAdwROpMZclOXTIu3ak4vPPo9tUPBFhBs/PPkt+O2a1BQAAsB3BE6np3j26bQa7TLRvX3S7Y0fv2oHM0qdPdDvV4EnFEwAAwBYET6TmmGOi259+6l07motZbRGRaldbJhcCAACwHcETqenbN7q9datXrQBariVdbQmeAAAAtiB4IjXHHhvd3rTJu3akIhz2ugXIRGbwrKiQDhxIfLv9+6PbBE8AAABbEDyRmkGDotvvv9/4Ooheq6iIbrdv7107kFm6d5datYpeTtbdds+e6Ha7ds62CQAAIEsQPJEaM3hWVWXuOM9wOLZt5thUZLfWrWPfD+vWJb6dGTw5cQEAAGALgidSU1Qkde0avfz11961pTE7d1rBOILgCdOIEdHtNWsS34aKJwAAgO0Inkhdjg/eLmb3yeJillNBrLKy6HaySbJ2745uEzwBAABs4YMkgYxhTrTS2KygXjJnJC0uZjkVxGrTpunbUPEEAACwHcEzBQcOHNAtt9yiAQMGKD8/X927d9fMmTO1fft2r5vmrrPOim7/7W/etQNoKTN4JusuzhhPAAAA2xE8m1BdXa3Ro0frjjvu0L59+zRp0iT16tVLixcv1sknn6xPPvnE6ya659RTo9tffeVdOxqza1d025zBFJCkkSOj22++Gft+kaTa2tgxwlQ8AQAAbEHwbML8+fP1+uuva+TIkdq0aZP+9Kc/6Y033tC9996riooKzZw50+smuic3N7r96aeZuV7mCy9Et4cN864dyExlZdEu4+GwFH/iyKx2SgRPAAAAmxA8G3Ho0CE9+OCDkqSHHnpIRUVF9dfNmTNHgwcP1ssvv6y3337bqya667TTotsffSQd+d1klJUro9ujRnnXDmSmUCh2duaXXoq93qzkt2pljRMGAABA2giejXj11Ve1e/du9evXTyeffHKD66dOnSpJWrFihdtN88bgwdKECdHLt90mffmlVFfnXZtMb79tBeKIPn28awsy16RJ0e25c2O71m7aFN0+9lhr7U8AAACkjaOqRqxfv16SNHTo0ITXR/Zv2LDBtTZ57le/sg7IDx601szs3l1q21Y6/3zpxBO9a9crr8ROeNS/vzR+vHftQeb6/velX/4yermoSLr1VmvioYULo/sHDHC/bQAAAAFF8GzEZ0eWDOnZs2fC6yP7t5lrRzZi0KBBCfdv2bJF/fr1a0ELPdC9u3TTTdLNN0f37d8v/fGP3rUpkf/+79jlX4CIESOkfv2kLVui+267reHtSkvdaxMAAEDA0dW2Efv27ZMktW3bNuH1hYWFkqS9e/e61qaM8H//r3TVVV63IrlevaQpU7xuBTLZqlVW5T6ZvDwpmyYOAwAAcBgVTxe9//77Cfcnq4RmrFDImljov/5LWr1aeuopqbra61ZZY02PP96qxoZCXrcGmaxvX2njRumee6T4v8u8PGnGDMlvf5cAAAAZjODZiMgstvv37094fdWRSUmKs3Xmy/btpYkTrR/Ab3JzpRtv9LoVAAAAWYGuto3o3bu3JOmLL75IeH1kfx9mTwUAAACApAiejRgyZIgkae3atQmvj+wfPHiwa20CAAAAAL8heDbijDPOUPv27bVlyxatW7euwfVLly6VJE2kqykAAAAAJEXwbERubq5mzZolSbrqqqvqx3RK0n333acNGzbo7LPP1rBhw7xqIgAAAABkPCYXasJNN92kVatW6bXXXlP//v111llnadu2bXrjjTfUpUsXPfbYY143EQAAAAAyGhXPJuTn5+ull17SzTffrLZt2+qpp57Stm3bNH36dK1du1bHNrYWIAAAAABAoXA4HPa6Edkuso5nsnU+AQAAAMBr6eQWKp4AAAAAAEcRPAEAAAAAjiJ4AgAAAAAcRfAEAAAAADiK4AkAAAAAcBTBEwAAAADgKIInAAAAAMBRBE8AAAAAgKMIngAAAAAARxE8AQAAAACOCoXD4bDXjch2xcXFqqmpUb9+/bxuCgAAAAAktGXLFrVp00Z79+5t9n1bO9AeNFNhYaGqqqq8bkaMjRs3inMSAAAAgHfy8vIyqjjVpk0bFRYWtui+VDyRUH5+vg4ePOh1MwAAAICsFAqFdMIJJ+j999/3uim2YIwnAAAAAMBRBE8AAAAAgKMIngAAAAAARxE8AQAAAACOIngCAAAAABzFrLYAAAAAAEdR8QQAAAAAOIrgCQAAAABwFMETAAAAAOAogicAAAAAwFEETwAAAACAowieAAAAAABHETwBAAAAAI4ieAIAAAAAHEXwBAAAAAA4iuAJAAAAAHAUwRMAAAAA4CiCJwAAAADAUQRPAAAAAICjCJ4AAAAAAEcRPAEAAAAAjiJ4AgBgk5deeklTpkxRjx49lJubq44dO6q0tFTf/e539eCDD2r37t1eNzFt8+bNUygU0uOPP+51UwAAPtLa6wYAABAEt99+u2699VZJ0gknnKARI0aoTZs2+uijj7R8+XItXbpUp5xyik477TSPWwoAgPsIngAApOntt9/WvHnz1KZNG/35z3/W5MmTY67/6quv9OSTT6pDhw6etA8AAK8RPAEASNPy5csVDod10UUXNQidknT00Ufr+uuvd79hAABkCMZ4AgCQpoqKCklSly5dUr7PunXrNHfuXA0bNkxdunRRXl6ejj32WF155ZX617/+1eD2W7duVSgUUnl5uaqqqjRnzhz16tVLBQUFGjp0qFasWFF/2yVLlmjEiBEqLCxU165ddc011+jAgQMNHrNv374KhUIKh8NauHChBg4cqPz8fPXo0UPXXHONKisrm/V7OHz4sBYtWqSRI0eqXbt2KigoUFlZmRYsWKDDhw8367EAAMFC8AQAIE29evWSJC1btkw7duxI6T533nmn7r//fknSmWeeqfHjxyscDmvRokU65ZRTEoZPSTp06JC+/e1v63e/+51OO+00nXbaaVq/fr0uuOACrVq1Svfff7++//3vq7i4WOecc45qa2v1wAMP6PLLL0/alquvvlo33HCDevbsqUmTJtXf5+yzz9aePXtSej0HDhzQ2LFjdeWVV2rTpk067bTT9J3vfEdffvmlfvrTn2rKlCmqq6tL6bEAAAEUBgAAadmyZUu4oKAgLClcXFwcnjZtWviRRx4Jr127Nnz48OGE93nxxRfDX331Vcy+2tra8G233RaWFJ4xY0bMdZ9++mlYUlhSePTo0eF9+/bVX7d48eKwpPBxxx0X7tixY/if//xn/XXbt28PH3XUUWFJ4S1btsQ8Zp8+fcKSwu3atQu/9dZb9fv37t0bHj16dFhSePbs2TH3ufXWW8OSwosXL47Zf+WVV4YlhS+++OJwZWVl/f49e/aEx48fH5YUXrRoUfJfIgAg0Kh4AgCQpmOPPVYrVqxQr169tHfvXj3xxBP60Y9+pKFDh6pz58668sor9eWXX8bc51vf+pa6du0asy8nJ0e33HKLevToob/85S8JnysnJ0eLFi1SYWFh/b4f/vCH6ty5szZv3qyrrrpKp5xySv113bt31w9+8ANJ0urVqxM+5qxZszRs2LD6y0VFRXrggQcUCoX06KOPqrq6utHXv2PHDj3yyCPq1auXFi9erPbt29dfV1xcrEcffVS5ublatGhRo48DAAguJhcCAMAG3/72t7V582Y9++yzeuGFF/Tmm29qw4YNqqys1KJFi7Rs2TKtXr1apaWl9ffZuXOn/vKXv+i9995TZWWlamtrJUk1NTXauXOndu3apZKSkpjn6du3rwYMGBCzLycnR3369NG///1vjR07tkHbjj32WElqEH4jvve97zXYN3DgQA0ZMkTr1q3TO++8o5EjRyZ97f/4xz9UU1OjcePGqaCgoMH1Rx99tPr37693331XBw4cSHgbAECwETwBALBJbm6uLrjgAl1wwQWSpMrKSv3xj3/UjTfeqB07dmjWrFlauXKlJOkPf/iDfvzjH2vfvn1JH2/v3r0NgmePHj0S3raoqCjp9ZHrDh48mPC+ffr0Sbi/b9++WrduXdLxphFbt26VJD3yyCN65JFHGr3trl27kr4GAEBwETwBAHBIhw4ddMUVV6h79+6aNGmSXnrpJe3fv18VFRWaPn26JGnBggWaMGGCevToUV8JPP3007VmzRqFw+EGj5mT0/gomaaud0Jk0qCysjINGTKk0dvm5eW50SQAQIYheAIA4LDRo0dLkmpra1VZWam//vWvOnTokK6//nrNnj27we0/+eQTV9u3bds2nXTSSQn3S9Y40cb07NlTkjU77wMPPGB/AwEAvsfkQgAApClRZdK0efNmSVZX3M6dO+ubb76RFA1sptWrV+vrr7+2v5GN+POf/9xg34cffqh169apqKhIZWVljd7/W9/6llq1aqVnnnlGNTU1DrUSAOBnBE8AANJ0880364YbbtCWLVsaXLd9+3b9x3/8hyTp/PPPV25ubv3kQE8++aSqqqpibnvFFVe402jDAw88oHfeeaf+8v79+3X11VcrHA5rxowZTU4G1KNHD82cOVNbt27VJZdckjA4b968WcuWLbO97QAAf6CrLQAAadq3b58WLlyoe+65RwMGDNDAgQOVn5+vL774Qm+88YZqamp03HHHacGCBZKsADpo0CC99dZbOu6443TGGWeourpaL730ksrKynT66afrtddec639l156qUaMGKHRo0erffv2Wr16tb766isNGjRId9xxR0qPsXDhQm3dulXLli3T888/r7KyMvXu3VtVVVX64IMPtHnzZk2aNElTpkxx+NUAADIRFU8AANJ000036be//a0uvfRS5eXl6ZVXXtHSpUv1wQcfaPjw4brrrru0bt26+tlcc3Nz9corr+gnP/mJ8vPz9cwzz2jjxo26+uqrtXLlSrVp08bV9v/yl7/Uz3/+c23btk1PP/20QqGQrrrqKr3yyisxa3I2pqCgQM8995yeeOIJjRgxQhs3btTSpUv11ltvqUuXLrrtttt01113OfxKAACZKhRuamAKAAAIpL59+2rbtm1NjlEFACBdVDwBAAAAAI4ieAIAAAAAHEXwBAAAAAA4ijGeAAAAAABHUfEEAAAAADiK4AkAAAAAcBTBEwAAAADgKIInAAAAAMBRBE8AAAAAgKMIngAAAAAARxE8AQAAAACOIngCAAAAABxF8AQAAAAAOIrgCQAAAABwFMETAAAAAOAogicAAAAAwFEETwAAAACAowieAAAAAABH/X9hp7bZb5+kcAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg['timestamp'] = pd.to_datetime(ppg['Time'])\n",
        "\n",
        "ppg.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "xxGC9HU1zayG",
        "outputId": "16c28d0f-e55a-4247-cb97-ba0143669573"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Time  Red_Signal                  timestamp\n",
              "0  12:54:44.096662         686 2024-02-02 12:54:44.096662\n",
              "1  12:54:44.100672         656 2024-02-02 12:54:44.100672\n",
              "2  12:54:44.100672         526 2024-02-02 12:54:44.100672\n",
              "3  12:54:44.101674         422 2024-02-02 12:54:44.101674\n",
              "4  12:54:44.102676         327 2024-02-02 12:54:44.102676"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1e5a8e88-c32b-402b-9182-120bcad7e09a\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Time</th>\n",
              "      <th>Red_Signal</th>\n",
              "      <th>timestamp</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>12:54:44.096662</td>\n",
              "      <td>686</td>\n",
              "      <td>2024-02-02 12:54:44.096662</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>12:54:44.100672</td>\n",
              "      <td>656</td>\n",
              "      <td>2024-02-02 12:54:44.100672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>12:54:44.100672</td>\n",
              "      <td>526</td>\n",
              "      <td>2024-02-02 12:54:44.100672</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>12:54:44.101674</td>\n",
              "      <td>422</td>\n",
              "      <td>2024-02-02 12:54:44.101674</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>12:54:44.102676</td>\n",
              "      <td>327</td>\n",
              "      <td>2024-02-02 12:54:44.102676</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1e5a8e88-c32b-402b-9182-120bcad7e09a')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-1e5a8e88-c32b-402b-9182-120bcad7e09a button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-1e5a8e88-c32b-402b-9182-120bcad7e09a');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-c224e392-5260-46e2-8eea-33eef6f570ad\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c224e392-5260-46e2-8eea-33eef6f570ad')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-c224e392-5260-46e2-8eea-33eef6f570ad button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def compare_t_axes(data_range):\n",
        "    \"\"\"\n",
        "    plots time series as a resampled series above the time-stamped version\n",
        "\n",
        "    Parameters\n",
        "    ----------\n",
        "    data_range : pandas.dataframe\n",
        "        Pandas dataframe with columns 'Red_signal' for y-axis and 'timestamp' for x-axis\n",
        "    \"\"\"\n",
        "    ts, (ax, tsax) = plt.subplots(2, figsize=(7,4), dpi= 150)\n",
        "    ts.suptitle('PPG time series')\n",
        "    ax.set_title('at constant sample rate:')\n",
        "    ax.set_ylabel('Red tx', color='r')\n",
        "    ax.xaxis.set_visible(False)\n",
        "    ax.plot('Time', 'Red_Signal', 'r-', data=data_range)\n",
        "\n",
        "    tsax.set_title('and using timestamps:')\n",
        "    tsax.set_xlabel('Timestamp Time')\n",
        "    plt.xticks(rotation = 90)\n",
        "    tsax.set_ylabel('Red tx', color='r')\n",
        "    tsax.plot('timestamp', 'Red_Signal', 'r-', data=data_range)\n",
        "    ts.show()"
      ],
      "metadata": {
        "id": "RuRx85NZziPV"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 480
        },
        "id": "R_MSHj3uzo5G",
        "outputId": "3156b017-dd30-4179-8c49-b35938a391ec"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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wDKPCiY4YhmGYhKZVq1ZYtmwZRo8ejenTp+O1117Da6+9hlAohJo1ayIUCuHw4cNhEZKcnIzRo0eHrYp2yczMxO9//3uMHz8e999/Px577DHUqVMHoVAIw4cPj2vdU8orr7yC5ORkvPHGG3jhhRfwwgsvIDs7G6mpqcJxAKKX7zFSWlqKjz76CB999BEAIDs7GykpKYJl8bzzzoso+XPaaadh2rRpGD58ONauXYthw4YhOTkZeXl5OH78eLgUCwC0bNnS5V5HZ9SoUThx4gTGjh2LqVOnYurUqUhPT0d2djaOHDkiZDGmx0RRFHz//ff4/vvvASD8nUOHDoWPY6NGjfDmm2/60m6GYRhGhUUpwzAMk/A0aNAA06ZNw6JFizBp0iTMnz8fW7duxaFDh5CRkYFmzZqhS5cu6NOnD6655ho0atTI1XbGjRuHpk2b4uOPP8aGDRuwdetWAGoin0QhLS0Nr7/+Om644Qa89tprmD9/Pnbu3Ini4mLUq1cP7du3R58+fTB8+HA0btzY9u/+9a9/xZlnnonZs2fjl19+we7du3Hs2DHUq1cPXbt2xTXXXIORI0eaZsnt1asX1q1bh9deew1ffPEF1qxZg8LCQtSoUQMdOnTAmWeeiYsvvhhDhw6VeSgEbr31VgwaNAjjxo3DjBkzsGnTJhQWFiI3NxetWrVCz549MWTIEAwYMCD8nSFDhuDtt9/G7NmzsWzZMuzatQsHDx5ETk4O2rVrh8GDB+OOO+5AXl6eb+1mGIZhgJCSiP5JDMMwDMMwDMMwTLWAY0oZhmEYhmEYhmGYuMGilGEYhmEYhmEYhokbLEoZhmEYhmEYhmGYuMGilGEYhmEYhmEYhokbLEoZhmEYhmEYhmGYuMGilGEYhmEYhmEYhokbLEoZhmEYhmEYhmGYuMGilGEYhmEYhmEYhokbLEoZhmEYhmEYhmGYuMGilGEYhmGYKs3EiRMRCoXQvHnzeDeFYRiGMSEl3g1gGIZh3DFnzhzMmTMHzZs3x+jRo+PdnIRn4sSJ2Lx5M/r164d+/frFuzmmvPDCCygsLMSwYcNw+umnx7s5TCWB+wKGYSo7LEoZhmEqKXPmzMHjjz+Ovn378kDUBhMnTsTcuXMBIKFF6ZYtW9C8eXMWpYxtuC9gGKayw+67DMMwDMMwDMMwTNxgUcowDMMwDMMwDMPEDRalDMMwceTQoUMYP348rrzySnTu3Bn5+fnIyMhAQUEBrr32WixcuDDiO5s3b0YoFMLjjz8OAJg7dy5CoZDwN3HiRMdt2bZtG+6//36cfvrpqFmzJmrUqIFWrVph6NChePvtt3Hy5MmI75SXl+PNN9/EgAEDUKdOHaSnp6Nx48YYMWIE5syZY7mtfv36IRQK4bHHHoOiKHj99ddxzjnnIDc3Fzk5OejZsyfeffddy++XlZXhtddeQ79+/VCnTh2kpqaidu3aaNeuHa666iqMHz8+vK6W5EZz3X388ccjjtfmzZvD62/atAlPPfUUBg0ahLZt2yIrKwvZ2dno2LEj7rzzTmzdulX6fj322GMIhULYsmULAGDMmDERbXTCoUOH8Mgjj+CMM85Abm4u0tLS0KBBA3Tp0gW33norZs2aFfEdWftdVlaG559/Ht26dUN2djbq1auHYcOGYeXKleH1jx8/jieffBKnnXYasrKyULt2bVx11VXYsGGD6e8bExXNmDEDF198MerWrYsaNWqgU6dOePLJJ02vUbscPXoU//rXv9CzZ0/k5+cjPT0dTZs2xdVXX40ffvjB1W9q96p2jW3YsAG33HILWrRogfT0dCHxUpB9webNm3HnnXeiU6dOyM7ORmZmJtq3b4+xY8dGPc8MwzC+oTAMwzBx49FHH1UAKACU5ORkpVatWkp6enr4vVAopLz44ovCd7Zu3arUr19fycrKUgAoqampSv369YW/SZMmOWrH22+/rWRkZIS3m5aWptSuXVtJSUkJv7d8+XLhO4WFhUq/fv2E9ufl5SmhUCj83r333mu6vb59+yoAlIcfflgZOnSoAkBJSUlRcnNzw98FoDzyyCMR3y0rK1MuuOACYb2aNWsKx40+3iZNmqTUr19fSU1NVQAoWVlZEcdr69atEW2jxyEpKUnY1vz586Xu1zPPPKPUr18/vJ3c3NyINtpl27ZtSrNmzcLbSkpKUmrVqqUkJyeH3+vbt69l273s9//93/8p559/fvg3tGsUgJKdna0sXrxY2b9/v9KtWzcFgJKRkaHUqFEjvE69evWULVu2RPz+hAkTFABKQUGBMm7cuPA1lpeXJ1yj3bp1Uw4ePBj1+2YsX75cadKkiXAt5+TkCPfhP/7xD9vnQGPTpk3h33jvvfeU7OxsBYCSmZmpZGVlCe0Jqi949913hd9NT08XzkFOTo4yffp00/3RzrPVcWQYhnELi1KGYZg48uqrryqPPvqosmTJEqW4uFhRFEWpqKhQNm7cqIwdO1YJhUJKcnKysmzZsojvaoNYM4HhhClTpoQH+b169VLmz5+vlJeXK4qiKMXFxcr8+fOVm2++WVmzZo3wvSuuuCIsPv7f//t/SlFRkaIoirJr1y7lhhtuCA9yX3755YhtaoPbWrVqKTVr1lQmTpyoHD9+XFEUVVQNHjw4LKjWrVsnfPedd94JC5o33nhDOXr0aPi47dmzR/nkk0+U4cOHW27z0UcfjXo8xo4dq4wbN05Zt25d+DiUlpYqixYtUgYNGqQAUBo1ahRur6z9UhRFKSgoUAAoEyZMiNrGaNx4440KAKV58+bKzJkzlbKyMkVRVDG/efNm5eWXX1YeeOABX/Y7Ly9PqV27tvLRRx8pJSUlSkVFhfLjjz8qLVu2VAAo5557rnLZZZcpzZs3V6ZPn66Ul5cr5eXlysyZM5W6desqAJTrrrsu4vc1UZmZmamkpqYqI0aMCE8kHD9+XHn55ZfDQuuyyy6z/L6ZmNq5c6dSr149BYBy+eWXK0uWLFFKSkoURVGUPXv2KH/961/DwvfTTz+1fR4URRSl2dnZyjnnnKMsXrw4/Pmvv/4aXg6iL/jmm2+UpKQkJSUlRbn//vuVTZs2KRUVFUpFRYWydu1aZcSIEeFJEbPJARalDMP4BYtShmGYBOb2229XACg33nhjxGcyRGlpaanSokULBYBy3nnnhQfDsVi4cGF4sP3qq6+arqOJ1jp16ignTpwQPqNWuW+//TbiuydPnlQaNWqkAFCefPJJ4bM//vGPCgDllltusbmX4jZjidJolJWVKV26dFEAKO+8847lNtzsl6LIEaUdOnRQACjvv/++698w4mS/zayps2bNCn9eo0YN5bfffotYZ/z48eHPNVGooYlK7XrXRDPljTfeCK/z448/mn7fTExpEyjXXnut5f4/99xzCgCla9euluuYQUVpQUFBeALFDV77gvLycqVNmzZR71lFUZQhQ4YoAJSxY8dGfMailGEYv+CYUoZhmATm0ksvBQB89913vvz+7NmzsWnTJgDA888/j7S0NFvf++CDDwAATZo0wU033WS6zhNPPAEA2L9/P2bMmGG6Tq9evdC/f/+I99PT03HRRRcBAFatWiV8lpeXBwDYvXu3rbbKJDk5GYMGDQIQ/Zy42S9ZaMdn165d0n7T7n6fd955OO+88yLe79u3L9LT0wEAw4cPR+vWrSPW0Y7LiRMn8Ntvv1lu4+GHH0ZSUuTwZcyYMWjSpAkAYNKkSVH2RufkyZN4//33AQAPPPCA5XojR44EAKxcuRJ79uyx9dtG7rjjDmRnZ7v6LuC9L5g3bx5+++031KlTx/KeBfR9nT59esRnc+bMgaIoQgw2wzCMDLhOKcMwTJzZuHEj/vvf/2L27NnYsGEDjh49ioqKCmGd7du3+7Lt77//HgDQoEEDnHXWWba/t2TJEgBA//79TQUCAHTo0AGNGzfGjh07sGTJEgwePDhinXPOOcdyG40aNQIAHDx4UHj/kksuwb/+9S988cUXuPjiizFy5Ej07ds3vL4M5s+fj/Hjx2PhwoXYvn07ioqKItaJdk7c7Jcsfve73+GHH37Agw8+iLVr1+Lyyy/Hueeei9zc3Jjf9brf3bt3N30/OTkZderUwY4dO3D22WebrlO/fv3w8qFDh0zXSUlJQe/evU0/S0pKQr9+/fDuu++Gr89YLF26NJwc6cILL7T1nS1btghttUuvXr1iruNnX7BgwQIAwOHDh6PeKyUlJQAQTrrFMAwTBCxKGYZh4sinn36Ka665BsXFxeH3cnNzkZGRgVAohJKSEhw6dMhUHMhAszYWFBQ4+t7evXsBAI0bN466XpMmTbBjx47w+kZycnIsv5uSoj6iSktLhffPO+88PPXUU3j44Ycxbdo0TJs2LbytgQMHYuTIkaZWSrs88MADePrpp8Ovk5OTUatWrbAV+dixYygqKop6Ttzslyzuu+8+rFy5Eh9++CFef/11vP766wiFQujUqRMGDRqEm266Ce3atYv4XlD7bbWO9jlgfWy0DM9WaNej1fVmZOfOneFluxbQ48eP21rPSL169aJ+7ndfoO1raWmprX09ceKEq+0wDMO4gd13GYZh4sSBAwcwevRoFBcXY8CAAZgzZw6OHz+Ow4cPY8+ePdi9ezc++ugjX9vgtNRIonDfffdh06ZNeP755zFs2DDUq1cP27dvx8SJEzFgwACMGDHCleibMWNGWJjddttt+Omnn1BcXIyDBw9i9+7d2L17N+666y4AgKIoUvdJFqmpqfjggw+wYsUKPPLIIxgwYAAyMzOxevVq/Pvf/0anTp3w7LPPCt+pCvvthvLy8vDyiRMnoKi5NqL+9evXz9W2kpOTLT8Loi/Q9vWcc86xtZ9V6TwzDJP4sChlGIaJE19//TWOHDmCWrVq4csvv0Tfvn1Ro0YNYR2/4yYbNGgAwLmrnmb1ieVKqH0ey0rkhkaNGuHOO+/Ep59+ij179mDVqlXhWLnJkyfj5ZdfdvybWiziRRddhHHjxuG0006LEBPxiGV1Q9euXfH4449j1qxZKCwsxMyZM9GnTx+Ul5eHrakalWW/9+/fH3YvNWPHjh0A7F9v2vUPxNddNYi+wO29zjAMEwQsShmGYeLEtm3bAADt2rVDZmam6TozZ860/L4Wy+nFonHuuecCUAe8duPwAITjT2fPnh0R86axdu3asEiwiiOUSefOnfH666+HY/eMyZXsHC/tnHTr1s30c0VR8O2338porikyzqkZKSkpOP/88/HVV18hPT0diqII11a899suZWVlmD9/vulniqJg7ty5AGA7Pvrss88Ouyd/+eWXchrpgiD6Au2+cHqvMwzDBAGLUoZhmDhRs2ZNAMC6devCyVYoK1asCGcGNUNLXFNYWOi6Df3790fLli0BAHfddVdUKxTl6quvBqBapt544w3TdR555BEAahzgwIEDXbfRCI25M0OzMBkTMNk5Xto5oVZEyiuvvIKNGzfabapjZJzTaMcnPT09bAGlxyfe++2Ev//976YTIW+99VZY3F111VW2fisrKwvXXnstAOCpp57C1q1bo67vV3KqIPqC/v37h7Me27nX/dpXhmEYM1iUMgzDxIkLL7wQSUlJOHjwIK677rqwVbGkpAQffvghLrzwwqiJY0477TQAwJo1a8JZdJ2SnJyMl156CaFQCN999x3OP/98fPfdd+FBf0lJCebMmYPrr78eP//8c/h73bt3xxVXXAEA+NOf/oSXXnopnABm9+7duPnmm8MxcE888QQyMjJctc+MYcOG4YYbbsDUqVOFQfjBgwfx5JNPYtasWQD0Ehoa2vH6+uuvw8faiFb2ZOrUqXjiiSfCSWUKCwvxj3/8A3/6059Qu3ZtaftiRGvj5MmTLTPQxqKgoAAPPfQQFi5cKAjU9evX47rrrsPx48eRlJQULsECxH+/7ZKZmYnvvvsO1157bdg1/OTJk3jttdfwxz/+EQAwdOhQyyzAZvzjH/9Ao0aNsH//fvTs2RPvvPMOjh49Gv583759+Pjjj3HZZZfhmmuukbtDpwiiL0hJScErr7yClJQUfPfdd+jTpw9mzZolxF5v3LgRr7zyCs4++2z897//jfiNfv36IRQKoXnz5h72lmEYxoQgiqEyDMMw5jzwwAMKgPBfzZo1ldTUVAWA0qJFC+W9994Lf2aktLRUadeuXfjzWrVqKQUFBUpBQYHy0UcfOWrHW2+9paSnp4d/Kz09Xaldu7aSkpISfm/58uXCdwoLC5W+ffuGP09JSVFq1aqlhEKh8Hv33nuv6fa07z366KOWbXr00UcVAErfvn1Nv6v95ebmKrm5ucJ7w4cPV8rLy4XvrVu3TsnIyFAAKElJSUr9+vXDx2vbtm2KoihKSUmJ0rt37/DvhEIhpVatWkpSUpICQLn00kuVhx9+2LRdXvdLURRl7ty54eOXnJysNGzYMNxGu9DjkJSUpNSqVSu839o+Pf/888J3gtjvgoICBYAyYcKEmG2fPXu28P6ECRMUAEpBQYHy0ksvhY9RrVq1wvcLAKVr167K/v37I36Xft+Mn3/+WWnbtq1w3PLz85WsrCzheA4cONCy7WZs2rQp/N1NmzZFXTeovuDTTz9VcnJywuumpqYqtWvXFu5/AMqTTz4ZsR3tPDu5HhmGYezAllKGYZg48q9//Qtvv/02unfvjho1aqC0tBStW7fG//3f/2H58uVR6wmmpKRg1qxZuOmmm9CiRQsUFRVhy5Yt2LJlC44dO+aoHSNHjsTatWtx5513omPHjkhJScGJEydQUFCAYcOG4Z133kGHDh2E79SsWROzZs3C+PHj0a9fP+Tk5ODYsWNo0KABrrjiCsyePRvPPPOMq+MSjf/85z946qmncMkll6BNmzZQFAUnTpxAo0aNMGTIEHz88cf46KOPItx327Rpg9mzZ2PIkCGoW7cuDhw4ED5eZWVlANTMtd988w0effRRtG3bFqmpqVAUBd27d8fLL7+ML774ImoWVa/06dMHX331FQYOHIi8vDzs2bMn3Ea7fPPNN3jooYfQu3dvNG3aNFzao3Xr1hgzZgwWL16MO++8U/hOvPfbCbfffjumT5+OQYMGISkpCUlJSWjfvj3+9re/4YcffnBl0e3QoQNWrVqFV199FRdeeCHq1KmDI0eOQFEUtG7dGiNGjMBrr72GDz/80Ic9UgmqLxg2bBjWr1+PRx99FN27d0d2djYKCwuRnp6Orl274qabbsKnn36K++67z7d9ZRiGMRJSFM75zTAMwzBM4jJx4kSMGTMGBQUF2Lx5c7ybwzAMw0iGLaUMwzAMwzAMwzBM3GBRyjAMwzAMwzAMw8QNFqUMwzAMwzAMwzBM3GBRyjAMwzAMwzAMw8QNTnTEMAzDMAzDMAzDxA22lDIMwzAMwzAMwzBxg0UpwzAMwzAMwzAMEzdYlDIMwzAMwzAMwzBxg0UpwzAMwzAMwzAMEzdYlDIMwzAMwzAMwzBxIyXeDWCABg0aoKioCM2aNYt3UxiGYRiGYRiGYUzZunUrsrKysHv3bqm/y5bSBKCoqAilpaXxbgbDMAzDMAzDMIwlpaWlKCoqkv67bClNADQL6Zo1a+LcEoZhGIZhGIZhGHM6derky++ypZRhGIZhGIZhGIaJGyxKGYZhGIZhGIZhmLjBopRhGIZhGIZhGIaJGyxKGYZhGIZhGIZhmLjBopRhGIZhGIZhGIaJG5x9l2GqAooCrF8P/PQTsG2b+FlGBjBkCNCwYXzaxjAMwzAMEySKAvz2G1BeDrRtCyQnx7tFTAxYlDJMZaa8HLj/fmDiRODgQev1/vEPYOPGxOiUf/4ZuOceYN06oHdv4IkngKZN490qxi2TJ6t/7dsDf/kLkJoa7xYxDMMw1ZWKCvWZdNVV+nvnnQd8/TWQkxO/djExYfddhqnM9O8PPPdcdEEKAFu3Aq+/HkybonH4MNCpEzBtmiqS33oLuPpqdUZTFsXFwO7d8n7Pb8rLgZ075R6DoPjyS2DECOCDD4DHHwf+9a94t6hqoCjAM88AbdoAgwcDu3YFu/0ZM4CRI4GxY4FDh4LddnWjrCy+9/+BA8D776sWJaZqs307sGdPsNv89lvg5puBjz4KZnvFxWqfSQUpAHz3HXDXXcG0QVFUAbxgQTDbq0KwKGWYysqKFcD8+eJ7NWsCvXqp7rpDhoifvfZaYE2zxKyT/v57YNUqOb+/YQPQsaPqqnznnXJ+008OHgR69AAaNwb+/Od4t8YZZWXADTeI7734oiqyZbJjB3D33cCoUcCiRXJ/22k7LrsM6NwZ+OQTf7f12GOqB8T69cCUKarwD0q0fPcdcOGFwDvvAP/v/6mTDYw/HD4MdOmi3v+XXAIcOxbs9pctA9q1A667DjjrLFUcB42iqJNZ7dsDf/wjcOJE8G347Tf1efH006qVrapx8iRw+eWqR1KDBsC4ccFs96uvgIEDgTfeUEXismX+b/ORR1RBaMa77wIlJf634aabgEsvVa2z773n//aqEgoTdzp27Kh07Ngx3s1g/KSiQlF27FCUsjJ5vzlokKKoj3RFyc1VlMWLI9dZulRfB1CUEyfkbd8N998vtkf7mzrV+2+XlyvKGWeIv7typfff9ZPbb9fbmp0d79Y44803zc/l8uXytnHsmKK0bKn/du3ailJUJO/37VJWpijduuntSE5WlJ9+8mdbS5aov288rj/+6M/2jAwdKm738suD2W515C9/EY/1nXcGt+3iYkVp1Urc/hNPBLd9jXHjxDbccEOw29+xQ+1XtO2/+Waw2w+Cv/5VPMb5+Ypy8qS/2zx8WFEaNxa3O3Kkv9tcvlxRkpL07V1wgaJ8+KHYhs2b/W3D1Kni9ho1Usd/VQy/dAtbShnGb8rL1VnCxo2Bnj1ju9raYelS1QVW47331JluI02aiK/jPQs8d675+5s2ef/t5csjZ2J/+cX77/rJ22/ry8eOybk2gsJopdeYN0/eNsaPV928NQ4c8N9Kacby5eqfRnk58N//+rOtBx4wtzbPmuXP9ig7d6qWWcr27f5vV+PoUeCzz9RwgyCpqFCtlkG60O7aBTz/vPjexImqB0IQjBunepZQPv88mG1rHDsGPPSQ+N7EicD+/cG14ZFH1H5FIxE8imRy4gTwn/+I7x08qLrV+smbb6reJZRZs/y9x/71L32M07q12pdccQVQv76+jp+Wy4oK4L77xPd27lQ9XhhbsChlGL+ZOlWPp1i8WHXN8wp1d23VSnUVMSMUEl8H4bpixYkTwOrV+uuOHfVlGULG+ABMdHbtUgfhlJkz49MWpygKMH26+WdLl8rbzltvRb5ntV0/MZs08eNcbd8uDhZ79tSXZYp9K775JlIQr1ihxmn5zbFjQPfuqot0+/bBxWMVF6uus3l5QJ8+kfekXzzzDHD8uPheYSGwZIn/21YU4IUXIt9ftiy4/QeAjz8GjhwR36uoUF3Ig2DrVmDCBPG9H38M9hj4zaefqteVkYUL/d2umfjbsQPYvNmf7W3friY30vjnP4HMTCApCbj1Vv39r77yZ/uAekzpGEcjnmEnlQwWpQzjN2vWiK8/+MB73B1N5NOqVaT41KhdW+2YNX791dt2vTB9OlBUpC5nZ6uZWjXmzvU+gzp1auR7iTy4MA7GAHVAVBk4dEiMP6MTLbLihtauNf8tK2u7n1CvBI2NG+VP8vzvf/p90KqVasXRWLFC7rbMMLsmS0oi+zA/GDdOPeeAOoE1dqz/29S2q010fPcd8OST/m9TUVRBZoYMr5FYrFplbo2uqAjmOtOwEghBTUh8/HGk91BFRTATA0FhNrEH+PusWbfO+hj6dX29/74+riooAIYN0z8bPFhfXrjQv+RtVtfzTz/5s70qCItShvEboxDcuzeylqhTZszQl88913q9pCTgtNP01/HsHKnb5e9+B1xwgf56165IVzKnaANaitfj7Cdmg4LK8vAyDuTOP19flpXF88MP9eV69fTlbduCzwhr5n5VXi5fQFAr8DXXqElwNHbtEt0M/cBqRn/dOn+3C6iTdZSlS4Nx46XXGaAmePLbjXfjRnHfmjf3d3tGvvxSX+7eHTjnHP21137YLhUVolfAeefpy7IS38XCbLIJEF31/WDJEtUL4ve/1ydq/aCoCJgzR3/94IP68s8/+7ddelw7dxYFol/POLrNkSOBFFLxsls3oG5ddbmiwr9QCCu38yD6zyoCi1KG8RuzDtCrpZQOhqmLnxl0YBtP0UNdsoYNUx8StD6pHwPQRBalZtYAM9efRITG6mZlqRZ5DVlxy/R6+dOfVOu6RtAPeat9ku15QDOPtm+vZpHOz9ff8/v6sLJQ+e1hceiQuRDwWxwcOhQ5ObRrl/kEl0zo5EKdOup51ggippR6lQweDLRsqb+mMdx+8tNP+nFISlLvcfqZ35SVidd75876sp/9y4kT6vNv4UI1G6yf2a2//1735qhZExgzRv9s61b/Mh1T1+CBA/0fg5SVAT/8oL++6CLx86QkNaO4hl8hICdP6stt2+rL8fRQq2SwKGUYvzFLXiNzJj41Nfrn9GEb1Ay0kUOHRCGtzczT2Uyv7N0b+V7QCVOcQB9gGmbuk4kIHXR07w4kJ8v9/YoKUSz06qWWrtAIWpRS6xF1lZfdDqP4DYXEwY3fgoFekwMG6Mt+17C0Gqj6LUqXLTPvi62SeMmCbjMUUst0aPg9kVZaKsZ9X3ih6iquEZQonT1bXz7zTKB3b/31rl3mcZAyWbNGt1KmpqrWNQ0/+5cZM8T8B59+6t+26Hnu0UM9z3S84Nd9TT0uevTwvw9bv17vu5KSgDPOiFyHCtVp0/zxhqD91SWX6MsbN1bOOuRxgEUpw8SDXbu8fZ/OcMYSdsZZynh0jtRVKC9PjfkAgLQ0/X0vGReLi81nI4MuFF5doIOqjh3Fa7CszHtinKIiNRsq3UabNvprGdkM9+xR3cgvuih6htldu8T79Zpr9GXZM+BbtujLdeqo/1u00N8LIt5Qg27X78kdK1Hqt4XBSvT6bSml8di1aqmZQjX8ztS5dq1+f6akqM8HaikNyn2XHvvzzlOFOc1/4Pe1TidoO3YETj9df+2nKDXGxMuu60yhMflnnqlOHjZurL+3b5/8be7bJwrPc87xvw+j/UebNkCNGpHrUEvp9u3yM/MfOybG3l9+ub5cXOz/JEsVgUUpw/hJebn5AN3LYOvoUVFsxYpHopbSAwfMLYp+Q49BrVq6tenMM/X3vSSwWbvW/OGeyLOTlan8SzRSUlQ3bE2YKor8GfiUFPE6lyGS7r1XTUzxzTfAH/9ovR4d8DRsKFp0ZA5e9+8Xxa82mUQFg58D9YoKceBELdNBitKcHH3Zb4FkdZ36bS2k223TJlhRSn+/TRsgIyM+llIqCrt2VZ8JQboR02uuc2exf9m1yz836sWLxdd+udACokjSRHeSz8N+un8NGgDNmonn9dAhccJRBvRc0kl4Sv36amyphmwX3nXrdE+XGjXUXB/UKk2TUzKWsChlGD/ZskV1lzLiRZTSQUVGhjjzaUbt2nqQP+BvggOn9O+vL1N3LqdUFrdXipmgOXFCzsz59u1qmaChQ/2ZhDCK/dRU0ZLpdRbabDKBxh/LcHF891192Vibk0LPU4cO4gCeWja9QgeQtWvrLp3UyuDnQH3rVnHyqF8/fXnHDn8tOlSgXHaZvuy3QKPu0vT6DVqU0mvKbyFO91mzKFHRsHevavXxuw20j9AmToMUpVQktGwpPkcrKvwTEcZn/+7d/hzv8nLx/mnfXv42zKATW82bq5MN9euLAo16CsiA9h90Et6I0YVXJvS8tmmjWqWpW75X77hqAotShvETK/HpxW2GDmhat7Y380lrgsZDlNLBLo0/pKL0l1+qz2xiWZn54LO8XM4x6NMH+Ppr4IsvIuvwyYAK3Zo11f8yrzH6+6GQmuSoWTP9vSBjhek93K4d0KSJ/lqmWKPXQ9u2ujdBUO67VHw3aSIOYsvK/HOFVxQxgRMVpYcOBedRYBREfnpZRLOU7tzpb0ZWMxo1AtLT9dd+u87u3Ss+E7T9D2oCxkhysirQaVKxaC79biksNJ8k9MNdeMsWsWQVvcaCQuvDQiFRlMpKhqdhx1IKAIMG6cvz5sm1UtNzqMXQUlFaXcY2HmFRylRvSkrk1xqk+JFIwDigsUOHDvqy7FgKO1ARQQf1LVuKFjCavr4qs3u36B5GY2C8DoaOHBEHlStXevs9M+jvawNJKkq9XmP09xs3VgfM9DqhMa1+Q8Vimzbi9VtWJs8STfeZCiS6vGuXf+5+xv3MyVHjvzX8mgjYt0+sJ9y7t+jC66e1lE4oUGtlUZG/YQ7GPrxJEzG+3k9BZjaJkpQk3l9+CDIKvZZq1gRyc9XleGQBphgnnGRjdS37IUrp/dy0qf6ModdZ0JMfflBWJnqsRLMI9+ypZ3E/eVJuzWtqaNDuJbaUOoZFKVN92bFDnT3MzRXrtslEpnufhhtRGm9LKT0OWpIjQJ1BpdZSt/XDjh939714YZwppoMxrwNCo7u4H8ks6IBRazud+PB6jZn9PhXuZi7xfkEnrXJy1D/NOgzIy5ZK95lajJo0Eb0L/OhTANGlThucU+u0X1lh6f7k5KjWKmrV8dOdlVov2rRR4901/BJFRUXisdZc/YKyiNN9pmEdVJD5LUrptUSvsSBFqZk49/sYWAndzZvlb4teY3TCoVEj83VkQftL2VnZzTB6q9DryUhamphVfN48f9qkea/RUk9sKbUFi1Km+jJxovpwLC4GhgzxJ66DPnxlJRjwaimNhyilD10qSgHg/PP15SlT3Ln2WHX4flrBZSIzXtLodkgzMMrg5ElR6GoJQujEx6+/ejv21JISK5FXPJAd3wqIM+l0YJWSIr72a7BOt68NXP2uIwxETliFQqLV0s9yNHSfmjYNJraT9oVpafoxpnV4/ey36D7T64rGVAZpKaXXGBWlmzf7G8dMLeFapmu/RamVCPRjoonez1Qc0fPshzWY7iO1FFKB6jU7O4Ueu3r1zDPvUnr00JdXrJDXDjPYfdcxLEqZ6st334mvZ86Uvw2rGWEvMRVUENCHaDSoKN2zJ/jEQPQBb5zJvPRSPfZk924xvswuZgNqoPKkYZc5GDLu88GDcge5RitlVpb6v0MHPW6opMTb5Afdhvb7fkLdVO3gh6sj7ROMtYeDyMBLB5NmojQIS6k2YUWthn7W7aS/3bSpuF2/LNL0XszMDMaaRDHus0a8LKW0DXQCqqzM33bQ39b23W9hHqQoNbufjct+iFKz42rcrsxjSyd57Exg0tI/QYpSdt+1BYtSJpIrrwQ6dVI7ES8ZURMdYy06v0Up7QxlxSvZtb42bKhm6tUIst4hIO4v7agBNdNo/fr6a1p42y50FpIK8EOHErMsjFHYyRwQmg18ZCeWMCMtTcx8KNtC6yd0YGzE7NjR8+WnaNIIwrWTXjeaZSWIOEOaQEkbuAYhkI4cESfnmjUTRYkfro2JQCKIUitrbWam+HzwyytAUcTjoO273zGlVJhQL6cgRanf1zg9bnRbfiWqo8fUziQ9LQuza5e8BG401l+L22VLqWNYlDKRbNigWjl27VJr51VFiosjHwR+xN7RWMdOnfRlvx/6RpKSxFnEoJNI0GOruUpR+vTRl//1L9VF1AlWorSsLDGTOdDjUbu23Ni9eA6m6X7ItlLTCZjycm9C22g5pu5tRmj2V82iGmRSGCCYrKRm3gZ+u/oB4jNGi3EMwpXUGIdes6b/8XZ28XMijQ7C6XXvtyCjWAljIJi40iNHxOeCdr0F6b571ln6sh+CJV7uu1aWUhq2I1OE02NnnPA2o0EDcRJcViJAel/Vq6f+p8edLaW2YFHKREJd2SqL+6NTtmwJ3oIWr+yhGvHKbFhWJg7saXINjccf193YNm4E/vY3Z9ugHT4VpYBqLU00qOW4Xj25Iice15aG5oYNyLfOag967be9TJgZ7/1oLpR0sKENZuJpKfXDqlJaKl6T2mAqaFFqFtsX1PUcCsVXlNKMw35OBh84oC/TCcJEsJQCwTyn6PMiJUV/JhnPv+wxAr2mqMVOdoiFcVtWllI/7i2rSQ96nuMpSgHRa235cjntoP2n9pygY51Dh/yNka4isChlIqEZCBNxQC8DMxc4mcH3ZtCHfmGh/wXKjcRLlBrrDJqJ0vbtgT//WX/99NPOXHzog6mgQHUD00jEiRWj0KHXxs6d3h5eZrPuMrPVRhObdAbaS0yp2TZycsTzKlM0WA0+KypEq7YmjP1wgaPeAcaYUr9rtBqvGTNRumuXP27gZqKUDmYPHQouYZnf8XaAWAqKWv+DcNEuLQUOH9Zf166tL9NzffiwWKZHJhUV4gCeHnMgmOeU0XNHOw9U1BQXy392UDFMRSkgtwSRotiLKT10SG6JKUURjy191lNLqcw+zI0opcdeVlyp2eQlnfRRlKo7npYIi1ImkuoqSv2OszSKMbdF4ekALSXF/vfiJUrpQyo9XcwySXniCX3wXV4OTJhgfxv0Yd+gQeJfw8ZZVTogLCvzFudiJkBluofRQS0gWnjOO09fnj9fzja0GoZGS1YQ7lAHD4oTBNpgww+LipUFCxBF6f798ksg0WNZq5aewZLuZ1mZPyEOZqLUKMqD8mqh9+Hu3f5YNmi/T/upIJJZGZ85VJTWqyc+T/yylh49Kk5u5OeLnwdxHMxcxgH1eNBrT2YfY/RGaNlS79sAebGNQOREDp3kadBA9GiRObl39Ki4XXps/bKU0uMWL0upopi77+bmivdUVQ2HkwiLUiaS6uC+azYruX69v4MfWSVh6IDdSdbQRBCldeuKD0RKVhbwhz/or6dOtff7RUXirH7Dhol/DRsfYMbal7IHhDIHHlQ85eSIxdhpWRgvAoZugw6c6eAqCEspPU9pafo5omKtpMT9BBPFTJxpNGwouhjLtpaaJTkC1EEVzX7sh/Uw2n4HDd338nJ/RLjVtU0tpX7UrTRuOzVVnCBMTg7GUmzsj2m/B8THUqoRCvmXMdXMG4F6lsicOKT3c3q6OPmRmipuV+Z5psc1FBInHKildPdueZ5pxlAYO3Ttqi//9pvzHBZGjh0T90drRygk3uP0/mNMYVHKRJLoViYZmA02jh+Xn3BAtsitqJAjSjdvDiYjKxA7yRFl0CB9eckSey7OVDiEQqrwpUKJusslCtRlShsY+pk8xy9Rajyf9LgfPereBdBqG35ZSq3uU5qdNS9Pn1CpVUsd7MlqS2mpOFg3HteUFNHFW7YoNXM9A9T99TNbZ1mZ+IwJUpSanfOcHNHy74cwsxKlQdQpNd5XxgnCIBJ40fOdkxPp7UPF+b59/rgRW7mYAuLEhMzxAL3HatZUvRGoAJZpKTXez8bz7FdcKT2u+fniRFrjxmI7ZMTiK4rYbxqt7la0bq1bxCsqgHXrvLXD6J1EKx3QPo0tpTFhUcpEQoVOdRKlgNz6nYoiPlCt3FadcPSoOJgyzjJHgz7sS0qCS+QRbQBgpGtX/TiVl9urWUofwEb3q8qA9qD2M3mOzHNNH6x0UA0Abdvqk1oVFcA338jdhixLqdEt08p6T6GeDrKT4hgtrWbizC/3N0Ds543n1M/EKHb2G/DHg4X2zcnJ+iSD3yUzrERpEMTadhAJvKiIMJtUbdRInNzyw2oc7Zmkua4DcmPx6bWuHXu/LKX0fjYTan5ZxKMd17Q0cbsy+rCjR8W+nBpUopGSArRrp7/2kv8gFmwpdQSLUiYSemMnouujDPxwyzJy7Ji7DjMasVyfopGdLbq3BOXCaxW/Y0ZysviwsDOD6WamNBHxM+OozIdhtIFtaipw9tn6a7fWFqttyLKUGuNiaWyXXWSKUtofZWSICZ00/Ex2RAexxn7KT5dO2jekpekTUtRlGJA7Wahh3GdtYsLvDLzxFKXRJpSAYDLwxhKlQZQvMxOIfkP3W7vH/LKUxhKlfk00UTdY4z0MyO/DjEYTJ55j7dvry14tpdFgS6kjWJQykVD3paAzxAZFEKI0Vofpxq2UPtiys50lOgLiE1fqxFIKeBOlTh5Kbti/X3Ur9sNyE0RtRhnEGlTTQdDatc5/X1H8jyk1Tu5Qdyu7yIxvNe6vmeXWr+yVQHRR6qel1BhPqu13To44qPVDHFrts99xlXZEqV+5DZxYSoNw37WaqPU7E7GZQPQbut/ac4paSv0SpWb757c3ABC7D5NhKaWTC2au4NEwhjP5Bb3PWJTGhEUpE4kdV7bKjlXnIDOWhz4YsrJU9zA6YHfzEPIqwOjDPlFFadu2+vL69bHXp1YvJ5Zjp0yfrsZcnX22WL5GFrIGhDJdzsygbo9mx/uCC/Tl6dOd/35xsThhQ7chy1JqFKVuRIBMi5qdOHFqVZE9uLErSmUPYK2SHBndo/0Qh1Z9qd8DdmpNohZxaq33a/AaLR4cEGNK4+W+C4ht8yOmNMiJTA2ze4ze036578YSpUHWtaaiVIYQtDPBYQW1xvspSum1zO67MWFRylRPrKyUMmeHzWZjvSZRcJvkSCMellKn2TXpg8vOwCioAcbYsfqA8qWX5NZ3A+S57xpdU/3EbAKrc2d9efNm7yEAdBv0/vFSNzORRanVxIqs7N1mUIuD0d0vSEspxW83WjuWUr/j7um13aqVvrxrl5pVXDaVxVLq98S43YlMmckAzcYDfllKrcoOacRLlLZurS//+qv334vlphwNKkr9LAfI7ruOYFHKMHS2WmYCEbOHr3FQ7RSvAiweotSYwTQWTpNtBCVKjXFtbqyA0TAOCN268PkRf+eE9u1110tFAXr1klMyBYism+l25lm2KPWafZeeMz+t/VbEK6Y0mkjy22IZL/ddK5o0ETM6+9E/OxGlhw75I4yd9td+uDJHawO9FmSKiFjuu0FaSv2os2wHWjLs55+9b9eLlxT1Gtu2zVuW/mj7wYmOHMGilGFku5RomD2EZIpSN4PXeIhS6n5F45WtoC5kO3fGLmAfhPvu/v2R58tLZmr6ANTS5tMBYUmJ+wGRmaU0yLI4OTnAPffor3/+GZgyRc5v5+aK2THdihW75y7aYMMvS6mdpEuyB5HRBulUHB486L2mHyWaGA/SfTcRRGlSkjhQthO64JRYiY4aNBDLePhhLbUjSun58OMcRPM48staHCvRUWGhvNqdsY4xvadLSoITSx066MtHjnjvN2k/SK9bO9BxX3m5t+vMeN5o9mi2lDqCRSnDGEWQLOgssybG6EOIFn22i1erII3pDMqiRrdjZ8BNBwXl5bFnkGMdExkDeDMB70WUmpUKqllTtNq7HRCZidIgEntRHnlEfD17tpzfDYW8T+wA9i2ldLBBrVhApKXUi6ufnYkVOqEjexAZ7R41FqSXZfUGok9Y+e1GazXBRwfsBw7IEwp2oO6NfojSWOEfycnicfdDlNpx3z3tNH35p5/kbr+iIvpkiF+i1OweN95bbsYEZsR65ubliZN7QU2+1KoljoF++SWY7ZphrBPrxYWX9mMpKeKzgroVV9USixJhUcowtAORGUNC0WJkaA1NN9vyKkrjkcTKqSjNyhIHK7EGBmYPe3pOZVh2zETLrFnuf89sMB4KyYkrNROlMuOV7JCcDLz/vv56/nx5vy1DrBjdEq1E6fHj+rKxTAttR2mpN6FoR5T66eVAs6wbxaGfsazRRKnf7rt027RfogNVwLtrthOoKN2wQf7vRzvPGn7Hldp5htG49FWr5Hp6HDki3u/RPANk7r/Zsc/IELcvy4U31nkOheIXV0qtpX7WB7WDrGRHxn6MjrNoRmC/xpdViEovSvft24d7770X7dq1Q40aNZCfn48zzjgD9913n+n6X375Jfr27Yvc3Fzk5uaiX79++Oqrr6JuY82aNRgxYgTq1q2LGjVqoHPnznjhhRdQwRcYEzTxyBrohfJy8QFptx6kkyyQVGBoVkftv/Fzt5iJFm2Wd/FiYPhw4MEH7Qtgq8G4jAGhmQVcZrySXYyiTRYyLKVG3IhSWa7EgL2JGypK9++X5+lQWipaA+242MuC7kPQllLaL9H+Ij1ddLnzO9kRhSY78sNSaieUwmlMv1PslGPp2lWfwC0qUstwycJ43xjvN79EuZl3DOBPXKmd8+yHmzqtXkAn4Ck0rlRGsiMvyCo95DREibGkUovSpUuXokOHDnj22WeRmpqKoUOHokePHjh48CCef/75iPVfeOEFDBkyBN9//z169eqFAQMG4Mcff8Tvfvc7vPTSS6bb+OGHH3D22Wdj8uTJaNmyJYYMGYL9+/fjrrvuwtVXXw0lqABxhgG8Z9+Vxc6d9mYWjXVu7YpSJwMjKjo14UAf+jJq7ZoJAEVRz8f55wMffww89RTwxz/a+z2rmWyvAyKtTUaCtpT6icwEQ7GIJkqN1gYvA1g7ltKGDcV6qrKspcaSG0EOqqIN5oyhDrIngeNppbWCChSvWavNsBLiFL9FqVmuBSOZmUDPnvrrb7+Vt316DNLTI2tb0v3fvVvehJrVsafnXJb7rh2R5Mc1buf6ou6ssjPYO8UvSynjmkorSvft24dBgwbhxIkT+Pzzz7F69WpMmjQJX3/9NTZv3ozvv/9eWP/XX3/Fvffei/T0dMybNw9Tp07FZ599hhUrVqB27dq46667sN4wM1laWorrrrsOJ06cwHPPPYdFixbhgw8+wG+//YaePXvio48+wltvvRXkbjN+QN3T/K7x6BWvllL6AC4pcTfQW7pUdTNr1Qp4553o6xrFnN0Om1pKYw32qXDQsr7KFqVm4qeoCPjyS/GB9O679uI37VhK3cxenzhhnhhqzx55yXHs/g6dKafnyCvUUiprMOXGUgoAzZrpy14yd9sZzIVC/rjwGkWpcfvJyWIfKeN+Mtu2sW+gyUL8mPy1G88q27WR9rnGcAo/wyvsWsRpAhg/SmXYTUx3/vn6spdQCSNmnjUUKtYUxX/rpeyyMIriXJTKusbt9GOUeBt1ZJWFsQoFYBxTaUXpo48+iv379+OZZ57BkCFDIj7v3r278PrFF19EeXk5br31VvQkM3Bt27bFX/7yF5SVleHFF18UvvPpp59i06ZN6Nq1K+66667w+9nZ2WHL6rPPPitzt5igoA9nvxIdxcJNh+w1+y59AJaXu8sG9/XXqvipqABGjozuHktFaUaGtUuPESfizMxSqolTQM4g2uy62LcPeP118b2yMmD16ti/Z+XK5dXyZlVovrxcnqWJuigbk/9Q6H21f788YeqHpdStKKWDGi+i1GxixQwqSmXFHNJrJiMj0nKUnCyKb5mxjvG0MFjdg4C/rsP0/qGWbyOxso47xdgPWomGNm305d9+k9sGRbF/rVNROn++vGRtsYRTjRpiZmJZLrx2LKUyRGlxsRiDm2iilB7bRHLf9WIpjRaGwDiiUorSEydO4N1330VWVhbGjBlj6zta3Ojw4cMjPtPe+/LLL21/54wzzkDLli2xevVqbJZZRoTxH0URO89OnfRlmXVKzaBC0k1iFK8zcsY4ODeD+jlzxNcLFliv63TmVINmCY41GIllKZURU2p1nObNi3zPzH3WiF8xpX7UFYy2jWiDykaNRIGzdauc7SeSpZRalWSJUrPtaNCYQz8spVYDKrpdv0Rp0BaGeLnvRjvX9NreuFGuJSmWRVyDitKtW+VmHzZ659BnkZFzztFduEtLgS++kNMG+kyy6r9kC7ayMtFVlV5vNAOvDPddu5MPfngD2Hnen3eevrx4sVwvGqfQScXt28WYWCew+640KqUoXbJkCY4ePYpu3bqhRo0amDp1Ku6++27cdttteOGFF7DT8BApLCzE1lMDom7dukX8XtOmTVGnTh1s2bIFR8iMx8qVKwGoAtQM7f1Vq1ZJ2S8mIE6eFB+MNPB+xw5/azp6HezYFQRWhELeLE0VFZFJJ8yEmYbbOmL0QR1LlJodE9nuu07OlSF0IIKSEvHhV9lEqV1LR3KyuD+yJu+M16+fLmBBiVI6YLUrSmVZsexkZPWrVImTwZzsmNJo++2npTTaNUVLoRw5Im8iB4iMpbTyWmneXO+rKyrkZno2xhBGu9ZTUgDq8SarNEws913j+zJEubFf9tNSanfyIV6W0q5d9futrAz44Qf32/Pa9zdrprvMK4r7GOpo/Rgd97gVvdWISilKfz6VRrpevXoYNmwYLrnkEjz//PN4+eWXcdddd6F169b43//+F15fE6S1atVClsUgqsmpwdMWMrDQvteEDqxifCcanTp1Mv3b4Efqd8Yao0ihKcorKsw76BMngIULvceXeB3smLmqOsVL9tLNmyPjRP3I7GrXUlpRYT6gj6coXbYs+ufG9liJ0mPHnGdYTSRLKSBe77KSeNDr12spFg0ZllIvotuupbRtW3153Tr326PYEYZ+idJoViuaAReQm3SnosK+KJUdU0r7K6OlsGZN8ZpaulTedu1OAKSmim6NMl14jaI0mqUUEK22770nJzGOW+8dL0RLJuanKM3Ksi7pREXp/v1yxLedY5uSIlpLvdSwjlZH2g7p6eK97jauNFpfQt2VjxxJ/LwlcaZSitJDp7K3ffHFF5g2bRrGjRuHvXv3YvPmzbj33ntx4sQJjBo1CitWrAAAHDt1wWRGedhrYvUouaFjfc/sO0wlwHi+atcWLXPG2em5c9WBQs+eqmi47Tb3M170QbBrl/O4IbtWqmhQwed0QB+UVwBt4/791lYS4yBFOyayY0qdiPdYDx2jcKRtrVNHTPDi1FpKf9uJZdrtNmJdg360IS9PjMWTEVcqQ5Tu3u2+Jq4bUbptmxzXNzsDST9KlZSWiv2fcb8zM8W4ZFkiHIhuuQLi574LAD166MvRvFCc4kSM+RVXSvvrUCi2kLjrLl247t8fO7GeHbx6G7mBHvvUVLGPl519167XBZ3cA+T0o3avsf799eWPPnJv8Yw2wWMXGXGl0e5pOpYB3OXxqEZUSlGq1QctKyvD3/72N9x2222oW7cuCgoK8Mwzz2DEiBEoLS3FM888E+eWiqxZs8b0rxV94DP+Y+w4k5LERB5UlC5dClxyiW6tKy8HXn4ZeOSR2NuhbsDa4Jw+CMrLnYnC0lJR8Lh9oFrNnNpB5sAwGrQjLyuzLo9gHFyaWUq9Wg8VRRyYDhoUff1Ybob0QZqSIsZdJiWJM7deRKlxUCArcYoMa70XQiH5caVWg6JYA7wmTcT7yY01z5j8JdrgqlkzcSAvQzDYGdhRS+nGjXKuJTtWMyrCZSZFMU4qGsURvQePHrVOIOaGWKKUWpFieV04wYkYo6JU5nGn5zwjI3a24caNAZo35Nlnvbtx2xFO9J52O9FEiXbs6YT4gQNyw4eiHd/0dHHbMsIr7IrSESP05XXr3F/ndifzoiEjA2+0dmRmin0bi9KoVEpRmk0udrNER9p7c+fOFdY/HmVWuehUp5FDTO+xvmf2HaYSYNZxWpV2uOsuc2vE88/HdusyG+zRGVLA2eAumoUtKMwemH7UGsvLE8WalQuv8dz44b576JA4iL3qqujrx3JnjpV900udQHqNUCsTABw86Oy37GwjHtcg4N0N3jiwdWspTU0Vz5cbK2IsiyElOVkUiDImieyIUto/lpbKuZbsiNJ27fRlPyfEjIP3unVFK79Ma2msiQ7q7ifT1c+JVYnGthpzCHjB7uQL5a679POzbh0wfbq3NthJdEStZ2vXetseEH2/qaVUUeRlGbaDbIu4nXhdQBWC556rv/7sM3fbky1K3QrzWPeW0fOLsaRSitKCUy5TmZmZqGs0jQNofuoi23vKFaLZqQfqoUOHwkLSyPZTFokC4o6lfW+7hbXC7DtMJSCWKNWEwNy5aip6jffe0y00JSVqTcpo2E39bxcrARZvZKXMpyQliTFlVg9qej/XqKHPcMsUpdStKT1ddNnU+MMf9OXNm6PPdsd6gHlJnkOPR7164jUiK6YzEUQpda90kwzGrvXDzqCnfXt9+ZdfnLfF6X0t23poR6wYy8TIwLjfQVpKY5Gc7F+W51jCjIphGfHSGvSajyUIqQvxqlXyMqTadS2ltG4N0LJ/kyZ5a4Md4dS5s74sI2Ql2n5nZYn9qIy4UrvQSR8Z95cdwa9x9tn6sttJrkRx343VDjtjGQZAJRWlWgbdEydOoNgkOPvgqQtcs3Tm5eWFBeby5csj1t+2bRv279+PgoIC5JK09F27dgUALLNwLdDe79Kli9tdYeKBmSil5Qi0h/crr+jv9e8PXHstcNNN+nuxZmydDALsYIwXNFpdg8Bs5l5mAhIKnXCyElRWrqQyY0ppH5OZqZYqMA5m/vpXfbmsLLpQj3VdeHEnMgpG2eUGAGdxzXQyRmYSJlqv043LldFK59ZSCojZu08l4XOEU1Eq23roZmAnI+Mx3W56unlYgR+JneziR7IjO1bxs87Sl3/7TV5Mp9F1NhodO+p9XHm5vIRLbkXEtdfqy1995c2Fl3q9WD1D6ZhORtbfWPstO67ULtRSKiPLspNJB+ph6GYyD6gc7ruAKErZUhqVSilKmzVrhq5du0JRlLCLLkV7j5Z/ufTSSwEAkydPjlhfe2/w4MHC+9G+s3z5cmzcuBGnnXZa2DLLVBLsZCEsLgamTNFf//nP6n8aT/jdd9EFj2xLqVFwxIrHsYJ+z2lsmJlVavt2+eUaAHsZeK0Ekuw6pZTMTNV9OxRSH2hr1qiWOzqIjZZRO9bg0Is7kXGm2g9R6sRSSrcv0wJAZ7fjLUqpO62bCRq6jaSk2JNNsoWanX1MTxfjLmVMRNkRKPQ8y86CGwuv5ZnMsFMSpWVLeVmdKU4mSZOTRXG8cKGcNrgVpRddpD+3DhxwL2KMWD1DqaV01y7vQiLWftPrQGZd2FjQ7cqIZXUy8XHRRfry3LnuEi3JEKXUS273bndJLJ2477KlNCqVUpQCwP333w8AuPfee7GLXMwrVqzAs88+CwC49dZbw++PHTsWycnJeOWVV7CQdLC//fYb/v73vyMlJQVjx44VtnHZZZehRYsWWLlyJZ5//vnw+0VFRbj99tsBAPfcc4/8nWP8xc6Dcd48fYCfmal3oN27q2n7AXXWO1o6c7MOOiVFdM86fNh+u2V0wIDefsA6gZAVZgKgtNSf2T87tUqtBJJRlMoWzTfdpLocrV2rW8qo9S7arHOswaEXdyLj8ZD9MKyocHYd+mUBoMfIzQy/TFFK6z26sSAarQuxJpuMLnderZZ23XdPeQ4BkBNnGMSx9QKNyZblDWLHZRkQ91tWbUMnggEQXXhNJv89t8GJKK1ZEzj9dPntsaJhQzG216u1VIabaWXAyX6ee64++VJRAXzwgfPtyRgT0cknY1JDuzhx32VLaVQqrSi99tprMWrUKPz000/o2LEjLr30UgwYMAA9evTAwYMHcfPNN2MEyfDVrl07PPPMMyguLkbv3r1xySWXYNiwYejatSsOHDiA5557Dq3pjDeA1NRUvPvuu6hRowbuvvtu9OjRA1dddRXatGmDH374AcOHD8eoUaOC3nVGJmYDwIoK4Ouv9dcDB+odTUqKmM588WLr3zazlCYni52gk5hBWbF89GHrNGbJyiolM2OghlNLKX0oUVGqKP4lY6LWI5pFO5pQcmIp3bHD2aCUulenpQH5+frrU6W0PGFsS6yBh5safHbEB50A2LHDuXXBboyc08QsboST04EVtZQWFvpvxdGglrNo/Z7s7WpUVPjTz1hBRambuGUz6LmOVhKFTrrQvAZecHq8Bw7Ul2fPlmPBc5PoSKNPH31ZZqkcMzQvGA2vE3qJKkrp9Sdj0tCJd1hSEnDNNfprN8mOZBzXjIzoJQHtwO670qi0ohQAJkyYgNdeew2tWrXCnDlz8OOPP+KMM87AxIkT8dprr0Wsf9ddd+GLL75Az549MX/+fMyaNQtnnXUWvvzyS/zpT38y3ca5556LxYsX44orrsD69evxxRdfID8/H8899xw++OADhNy6UDKJhbFT+uor/fUll4jrnnGGvnyqFq4pVhYxt+6ZsiylXjrIIJMw0DhfKzdpO5bSaN+XCRWldt13zR6kTZvqkyWK4n5AHAqJVnk/LE2x+j837rvGwa/Z4KZZMz0GUVGcJ4SSaSmlngd+DGiM1KkjTjZ4TVBid2BHE5MEJUobNhSthj/+6H27djFLfucV47m2un9OhQ4BAL78Us62neY4OO88/Xo8flwNV/GKm0RHGn376svff++9LbGg153XeMtEFaV0omnpUm+hLsbJXzv7OXSovvzdd84nTmWNibze6+y+K41KLUpDoRBuvvlmLFmyBEVFRTh27Bi+//77qNbLwYMHY968eTh69CiOHj2KefPm4Xe/+13U7XTq1AmTJ0/G/v37ceLECaxevRp33XUXkrzUe2QSiw4d9OU5c8TkEhdfLK5L3YhWrrT+TSuLmNvsqrIebFSUOrWUOhU2Xtxm7Uz4WCU6qlFD/L7suFIzGjTQl6NlE4w1m5yWJmaXlRVTFg/suGAbMQpGs2NkLMXiNK5UpiilA7t165xnknRjPZIZV+rGUrpmjfeMrHYESmamWLfTa+ZVJ9B+0mmYgxV2jzXNb/Hzz/KT0Nhx301PF72C6EStjDY4fYadeaa+vG0bcOSI9/ZEo3dvfXn8eG/PMif7HaSbeteuel6NsjJvscMlJWLb7Zzf7t31Z0R5OTBtmrNtyhKlXl312X1XGqyqGAYQM2hSTjtNnEUDRFG6dav1INRKfNCBupPBDrUgWbl92YG671p1kOXlwAsvALfd5q0cguwMxEasEh2FQnIz8NrBrteE0wQvsrJvxgOatMduUi1juRara5268EazTJthR5Qay3dYDXpathSt+k5rlboZWMks5WB3wNyhg35PlZdH9xKxg10xTusCT5ggTyDGwg8vKLvnumVL8ZnkdLBuhpu+mFpsJ01ynhjPiBdR2rSp6AHjJtO1E267TffGWL8emDjR/W/F2m/qbRGkaElJESd9vMTqGvttOxMfSUniNeb0Opc1Ue/VVd+J+67MMk9VEBalDAOosW8mNW8jXHcB1UJTq5b+2qqOmZUodTvYkSVK7cza/fWvatHyl18GvCTzkjWTaUW0OFtZtUplz1zbibuhA9I1a+RuP9ExWnSs7hcqzJxm47QjSouLxfetrt9QSDyPTq8XN/dIPCylycli6IJXF167273+ejV+G1Dv44ce8rbdeOLkXNPspDNmeN+2mwH8iBF6jdpdu1QvoqDboBEKBdsvNm8ODB+uv77nHncZYgF7IRsafpVYs4K6Rf/vf+4twsY+1e75pdf5zJnO+s9EcN9VlNgTPtQV3OvEThWHRSnDAOoD75xzIt83E6WhkJiJcvVq89+UbSWkSWZkWUoPHIh8CCgK8M9/6q+1Af/Jk5GzoRpWCUj8FqXRfl+WKJVd2sfOwKxTJ325uolSu8ebutw7FaV2XE+d1A+loRxOLXleLaVBiVJAdOH1moHXbnxhVpYqTDVeeSV62IQs6EDy6FH5tVljnesBA/TlRYvkbttuP1anjigavLpPe0l0BATfLz77rO7eWlgIPPCAu9+JdY9RUSQrqZZdrrpKn/hbv979BIgbSykgXuc7d6oZ7e3ih/uu0+Nv3O9EihmuhLAoZRgNowtvvXpq2nIzqKXCynXQzSAgGn5YSsvLI8vSGOPztBp9tLM21lO0GojH01JKj5GXzJG0rq0xgRLFbv1XO5MVdPBlNelhB3qOvMYABoVdkUTvV6eufHYspU5EKbUgOk1M49VSun69t9l3J6JUZrIjJwLlqafEe2/MGP8z8dJjfPCgWsPQK072mR7rXbu812l1O0l69dX68mefybvW3DwPghalTZoATz+tv/7gA3ful04spV5FKc3AThPdWdG8OUDzqowb5267dB/T0+17hNWtK4ZEzZxpf5teJzloGzSclOkztgHwZ5xTjWBRyjAamouYxn33ibPlFFo+yEqUWll8qHhykolNlijNyxMtO8aH7LJl4uujR9UHHU3K1KSJGBtrlTXPKubTDvSBSh+0FKtER4C8mDAqSrVZczOoBTraebUzWXHaafry/v3u0/XTcySzTqif2LWUUlG6a5czC6VTUZqSYt0XAMBll+nLs2bZb4exLXYHNLT/KSnRJ47c4NZS+uuvzgdwbrebmQl8+KH+evly4J133G/b6KJo1lfUrSsmL7MK03CC0xq/VKzItEw7mSQdPFjvi/fv9zZJ5jUGMB4eJDfeqJe2KikB3n3X+W/EusdpRn6nSducbsuM22/Xl6dMcdcGL+eWlh+yK0qN2X69iEEvYwW3bsuMKSxKGUZj5Eh9oHvhhcCf/2y9Li3/YZXYxGpw3b69vuzE7VCWKE1OFmNijXGlxozAJSWqiyDNAltQIP6GVbInL5ZSWvbCanbai+i1i11R2qiRvhzNqmHn4V2vnmjRdjsAc1MnVCZUyNmtFWt3cNOokXg+7N5LZnVrY4lSJ66Wa9c6O9Zu7pEaNexN2tjBycCudWsxKYtxAsvtdu0M5C6+WO2jNSZMkLNtwFqkUQuOl8ykZtu1c65lWqbdWkpr1gS6ddNfL1jgvg0yRemOHd4mReySmgqMHq2//t//nP9GrP2mVvlNm7x59rg5xhdcALRpoy4rCvDSS8636yVc6YIL9OU5c+y5ypeWilb7eFko6fFOTo4+eQkEm125EsKilGE0GjcGfvpJfdhNnSq6Phqhgsmq3IhVJ00tPOvW2XdDow+qaG2zQ7RkR2buQ3v2iJaoevVEUWrHUur0oWGntheNs/V6TKywK0ppGZfCQmt3WbuWQGotdWudoKI0HpZSY9ZBOw9ku8fHbeKT0lJ7yTycXLstWohWLScuvLJc0NziZBAbConWUi9CyY2Vg8aWesk6TK+xlBQ9mY8RWhZk3jz329Nweq5lHWvAmyCkGVq91Cv1KkqbNBH7YL8z8GrQDNCLF3tz8TTb7xYt9EmmigpvJYDcHOOkJOBPf9Jfjx/vPNzDS7gSnag/csR5/wzEz0LptJb1gQPeygtVcViUMgwlKUm1wMSqQWvH3cNOndLSUvtuh7IspUBksiOKnZiWUMieKI3mXhsLpwWn/SjhANgXpfXri22wytRod9Agw1WNuu/Gw1JKRWlxsb16sU5m3Lt00ZeXL7fXJjMrhFdLaSgEDBumv/7iC3ttcbodK7zMvjsdxFLrnReXUjdinA7uTp50v99295laCGUkoHF6ro3HWtZ5dioaZIlSrxMwMjLwujmGXbvqz8yKCuelU2Jdb6mpovfVTz85b6OG22M8erQet334MPDtt8626zWzMsXOOTJ6O3ixlNJJKadWajv7bRzzuc3iXA1gUcpUP+gslV9CxpgmnA4CYgleK4ISpXZTovttKaWCxknsrWzsitKUFNEyaeXCG6SllIrSeBxD6lEA2KvB52TwTBMM2XUltStKnVryaKbu+fPtz4a7vUeoQHNrBa+oEI9HkNY7N4NYGkt75IjzmrBOt00Hq8ePe3e9c3quzzxTXz540Fu8oRf3yl699OVt29wLdBkxgFSUOs26DYjeNbFcLTWSkoD+/fXXfgg2el95ybbs9hjn5Kgu8hpOE7Z5ub5onWfAnhcEvZdCIW9jooYN9eU9e8RrJBZ2zm12tjjmMoZIMWFYlDKRUNFUFWsqySi4TOO5zMqklJWJg1IZriUyRSkVlEZLrd0BLhUcfrvvFhXZj0mUDS0nE02UAqIL786d5uu4tZTaGRAb16HXiYxspU4H5ampYgIxO6LUSQkeKkpXrrS3j35YSgF14K71nYWF1gnQvG5Ho2VLfdmtWHGTpINa7zZvtr73nWzb7n7n54ulgNzGN9qd+KAieOfO4Ot01qoltsGLZdrLc69BA9GS59ZaKuPZ6yXrtpc29OmjLztNemVnm7QknZf4ZS/HmGbhnTLFWX/vxRJfs6bYl3/zTezvGC3CXgwMTZroy4pi/eyO1Y5o/Ri1lrIotYRFKRMJnT30kkAjUZHxYKTxY3v3RsY3REukkZ4uilq7rhx+iVLjoNJMOJSUiBbDjAz/Ex1RS6lVu4LAbkkYQEx2ZEeURnt4U1FaWGjvOvE7xtYo6OxswxhXGgsn92fnzvq9dOKEvRl2v0RpTo64nlVNXyNu6+C2aKEvu41BcyNKmzYVrbRuXcvduhlSq51bUWrXqtOihZr0TuPll91tT8NNfygr2ZHXesv0uLsVTTKevV7qE3tpA52QdBoTaGebPXroy0uXOrPWOd2WFZdcok+s7dzp7N72em5psqP582OvL7PcXHq66OVk11sMsL/fLEptwaKUiaSqi1IZiUWaNBFdu2hmWiB6IenUVHG2100snFdRSq1X1FJ6/Li5RXL3btFlq0kT/91309NFt554ufBSS6kMUWp3QJyfL7oV2YkzkjHoi4YxJtROxmM71wnFyeC5Rg1xkGrnGNmNGXJz7dK+00mJGg0ns/1UlAZpKQ2F5LiWu71WqTj6/nv/t33ddfryvHneXHjdCEPq1mn3WWGG176BtmPlyvi0AdCzxAKqeHAq3ty2gd6bfmzz9NP153pxsfu4Ui/HuE4dMeO0k+ReXtx3gci45Vj3maxyMBpua8W6EaXG8SIThkUpE0lVF6UyOrPkZKBZM/21cVAYTZQC3mPh/BKlVtbInTvF2cNmzfwXpYDzZEd+QGfFrbJ0atgpC+Nk0OA0kY/fmVypKE1OtmcppV4Bdgb0Tq9z6kZuR3D6ZSkFVMuthtdsqbGg7rsyLKV2yhloyBalTvoG6ua4dq3zLKHGbce6T3r21Jf37PEW70exOwFBj/Xate62VV4uPsvdWEq7dtWXV650J85l9E/Nm+vWvIoK5wN8t6KNPu/XrnXv2mq1zbQ08fnx44/2f5/i9Zl77rn6shNh7MV917jdffuA336Lvr5MSykgnl8nllK77aC1aNlSagmLUiaS6iRKvQzcqRXL6JZIRWlqqjgwB0RRGg9LqZWgtBKlO3aIs4dNmzoXpW7qiCZKsiO7OLWUxnp4U+uEnXgy2bPHRqgozcryL1GYhh+/76colRUXZgfZllInfWE8LaVt2+rrV1S4276Te7BNG9E65za5kltouYwdO8RwArsYJ0ndPPeoKD182N3AWkb/lJYmCgin58PtdUf3/9Ahf1w86fPjttuAN9+0vw2n27KCegM5cVP2ut38fDFkJVbcsuwJWLaUJgTyROlTT9lb78AB4PLLpW2W8QEWpfaIlkU31qyhUZTa6fypy1A8LKU0AVKjRpXLUhpUweoGDfRlqxIsTq4/L6LUb0tpLFfmoKDtsLJOU9yIUrvHksaFybKoWUEtpdu3u4tBkyVKg7SaJSeLFmk3rqRO95vu76xZzrfnhSZNxAk9N9ZSN27aRmrWFCdCVqxw9n1Fkdc/0eRPdhOKabhtQ36+KIbtXndlZWICtmjPwfvvF1/feKP88jNOcHJfe3XfBZyVHvJTlPox4WBMTFcVk4hKQJ4ofeghYMAA9eFoxTffqO5on38ubbOMD1R1URpEsfpYM/Ht2unLR4/am/2Op/tuYaH4gEpJicy+K8vaRPEiSulxt5t0xitUlO7ebb6OEysNLQmxZUvsZE+yXZqMGC2liQA9RnaEoJ8xpdRSunWrv7Vh6QBZUayvt2i4HcBSi8aBA+7204vVjMa9ORVHxm3b2e8rr9SXP/442EzgSUni88KNKI0VTmIXetydTgYY7ztZojQoSykgWkvtXndOJgSGDAHuvluc8L7nHvmuwtGgz3U7k3xm23V7fTkRpbInSGl/6sRSavc5Qa/Z4mI5dY+rIPJE6QUXqOnSu3YFJk0SPyspAcaOVWsg7dkDPPigtM0yPlDVRakf1iTjQyOW8DDGJtqZNaMPda+ZVa1KwjjJcEt/o7zcXFjTB4cbkURrezktPUG3Z0zQ4xc0g9/hw+Zi2Mn116SJWGt06dLo6wdpKU1EUWonG6ef7ruNG4v3pttyKXYwxn+6sVa6FYZ164rXuhsX2qDFAcVpwqEhQ/SB79GjwPTpzrfpBZkZZ53EDhuhkxFO2yHDWqsRL1FKRbndsjBO9/vZZ8WSKEuXxo6vpHiddKfXmpOSOzKePfT4xnIPl/0sMrrX2u1P7e53ZqYofO1kiq+GyBOl06cDzz2n3hDXXQf8/vdqcetVq9RBw3/+o570uXOBv/9d2mYZH6APrLKy4Fwfg0JW3B1NEW8siRLLlSUnR+xIY4kNwD9L6bFj+uSDE1FKfwNQRZgRr5Y7p0lyKPT4BiVKqYAEIi1IpaXiBESsAXEoJIquWC68Xo735s2qa2I0V3KaidjNQMBpKQU70HbY+X0/RSngf5ytTLwMJKkLrVNR6tWV0ygO/CjRQcnMBC69VH8dtCilcaVe3Xe9iEEv4tiYkMpLO2jN1KDcdwGxnqXd7NpuxPj554uZ548csbctwLsFkVYG2LLF/rNThvsundArK4sekiDbUkrda48csS5zZ8RJ3gx6H7uZTKsGyE10dOedasawTp2A999XL+5zzlFrHY0cqbp70HTuTGJinEW1U5C+MiHrAR0tW1ssV5aUFKB/f/21nbpcfolSQBeUVJRSSygQac1NTRX3zQ9RGotoQjUeojQ9XazhaBT5bhKOOIkrdXttz52rPjAHDlTdxaxwMztNB1dm14hMnGb3jfY9GaI00ftOek/HyixthCZ6c3pevSbe6dxZP87HjjnPPuzmPrnoIn152rRgJ2u9Wkq91ig1a8e6dc7i4ugxT0ry5u1DLaUbN7pvh9Przs2EkzHpYbRcFBT6jHbimu/VglhQoF8jimLfoifDfbdZM31sU1ERPYO51wlSI7Vri4YGu32Kk+dE9+76st+J8Cop8rPvdu4MfPaZenJ37lRnOn7/e2DiRPGEM4mLUZRWNRdeWaI0WmC8nUEAfbDaiS+QKUpzcsSHozbrS0UUzXx77JjY+WqxnlSAGWdzy8vFNvshSulMqnGQQx9UbspGuIUO7o0DV+OsuZ2HN7WUxiofZHxA0nOsKNYi6cor9XP1wgtiUiuKmwGP32V96HVqJ+GPmUu1TFHauLG+7HemVtpX00FaEHixCBvvA6d9Q06OaC1zGt/oVZRu3uzMpdIr1MKyfr3zZ7KsZx6NbT150lkGXmMbvFw/1KpVWmo/MU15udg/eDkWdiclqBXfmIU/GtQbwE6SOw2vojQ5Wbze7LrwyrjGMjJEw1W0pGKy3XdDIXdltpyEKBkT4VU1L0QJyBeln3yiWkePHFEHU2lpwLvvAtdf78wFgYkfVV2Uykp0FC2FuB1XFjprNmNG7A5KpigNhcSZWC32jZa2oYN9+tBPTtbdVKNZwbwOPO0QbbY0HpbSWLixEFFRunVrdBdr48CACkLAWmwarWRW7uRuBgL0OnLiHm6Xjh31CYmSktiDKD8THQFyyqXYIRQS+6DKVPtORnyhl2RHbiyHjRqJMZU//OBsm15o00afYCorc15SQpalNDNTjL1zYrWVGe+emelu8serhZ5Owu7a5ey7Tjn7bH3ZiSilz0S3bq3UhdeuKJV1jQ0YoC/bFaWyMsG7EaVuLaW7d3OyIxPkidKiIjV99YgRaiKAp59WXXkXL1Yf0u+/ryYnsOOmyMSXqi5KZT0caaKPaHVKrTpommlu587YGR1lilLAPAMvTcxCa/PR2MhGjfQZ32iWUqN10utspploj/Zgikeio1jQc2xWv9aMxo1FYRetoLnxAZmVJXqomA2kdu6MrKlqNUHiZsBDhbEfojQtTXQrjOVu5rf7LhUua9bY/54bqEAIWpTSfs1ufJ0GPbZJSe4S73gRpW6fAXRQGctrQSZpaWI77U6saMgUhG5diWUnYaPPp3XrnLfBTTuoBfG33/x1z6dhG4sX27eqybAg0v10c2y9nN++ffXlaPe1bPddwF2sspOY0rp1ReEbZB9SSZAnSk8/HZgwQb2YFy4E7r1Xnck97TT1hrrzTnVWYMAAtXwMk7hUdVFK40/cZiEEvNUpBSKFZZCWUsBclNI20AEvhSZ7iGYpNYpSN7OntJM3G/hWZkup3eMRComi1Kq8TVmZeK9qAwMa+2cmSp0kbaEZlu2GY9C2++G+C4iiMVZ8md+iNChLKQA0b64vBy1KafiBU1dWY7I5N66cNANvEO67ANCtm74cbXIo0UgEUSq7FJub5E9eRWnbtvq1Wlqq1pv0CypK9+6NXm6RIkOsUTdtNzGlXs4vHZdEE/1+ZIL3230XEI0ZQZaWqiTIE6UbNgB33KG6fdEZTECd5XvuOTXNdf36qhWVSVyquigNAjviIzdXFLbR4mIURb4opYmMzEpXUPFJoSLDrqW0Rg37CR6s2mBWMy2apTQRRKkxK6ifJVuM96nm0tqokf6eXVFqZfmiopROSETDb/ddpwRpKf31V3/7T1oXN+hj27atvuy0vIGM+6BLF3152zZn1lq3rob0Wo7ngNJJYh9AnmslIIpSJ5mAZWW91/AqSt2UxsnIAFq0cL5dN9SpEz3DvxnGPA5u3Vrpvf3bb/ayW8u6xuiY4vhx68mfyui+C4htdZo5uhogT5R+9RXw//5f9Ivx/PPVC2zECGmbZXwgOVmcuWZR6hw7MaUZGaILUrSZd2NpHr8spZQ6dcy3Q8UlfYAYLaVea5QCoig1mymONlsqK9ERHQDaEdb0uBrdut1mKKRuvlaWUiPaPUxnZs0slYsWRb63YIH5b9KJB7uWUr8THQHi8YmV8Mdu+RC3opRaGUpLY1s4vCS7cDPRIwu6n5s2xU4wRZFhNWvaVOx/nFil/a7n6wd0csmphU7m/lIx+Msv8us5ummHG1Hqtg1ey/M4wakHgXHy1a0FkY5LiovtxT7KTCBJrcRvvGG+nh/uu1SUbttmr09z4r4LAH366MvRYmarKfKeaBdfbG+9WrWASZOkbZbxCTqDyKI0NtEsYtHEB631Fy2hgLFzDEKUhkLW1lKNaLXU6Gu7VjUjNJnFjh3icVaUYNx3nc4AR3OXdVvLjZYfcjq7SpMYGa/Tw4fNk6Z8/735b3l1392/35+Mg1Qg2S1qT5FpKU1PF8ViLBFM+1enZVniScuW+mRAebmzsiwyrGahkOhCbNe90bh9J/chXTdoy7RRDDpBRg1JDWopPXTIOnmaET9F6bZt9rJPVzZRSrFjHTceA7diLStLfPbbiSuVeY3ddJO+/MYb5pMwfrjvFhToEwEVFfbEuNPJdxoCYKxjzkgUpS1bAg88EHu9hx4Sg4mZxIRFaWyo+2u0epTRhEx+vvl3jBhdDr3UeNOI5b4LxBal0SylbqxqRqh1oKxMbGdJifigNrrw0ONu17pohkxR6tZS6ibGxw5WiXjWrDGfJfbqvltS4k/pkjPO0JeXL3f+faMoragQz7sfmaM1nM60JwppaaIro92EKIA8geJWxLsdQNN44fXrxfvBDl4mZNy6zQJyakhq1Kkj3tN2BbJsUdq0qfg7dq4/GW2gcdx+Z+Cl7vl2YsapQEpO9jZ5TV14nR5br9fYNdfo19jx48Att0TeOzImvY2kpYkZze1MADudvKRjt4MHuSyMAXmidPNme65Z+/c7T2fOBA+L0thQwXT0qDhAkRnDA0SK0iAspYA3S6kbAWPEGPNDrU6xZoW91MGjJIKllA4QZNa+pOe9VSv9eJeWmlvu3Uw05OeL58IPF146ULQTe2XEODAwTmI4FaX0OjFO1hjxMlCm/YBTgSQDpwNXjXi7z7odQLdsKV73Tq3ytB93+lzwYimVfbzdCGTZiY6SksTrz047ZBwHJ7VGvUInI+3sn9F66OUZ6HQiVOY1lpurhgNqzJwJjB8vruOHKAXEaypW9nRFcT6peMYZ+nnZu7dyJUwLgOADUoqKvGU8ZYKBRWls6tUTH1BUgLgRH9Hcc/ywlMbKvguIs4YatWvry3YtpTIfGhqy4mdi4XQg6YellB5np+UgKNFmZdPSREuQmcXRjftuSkp0rwIjTmN4Ae8TEMbjYoxBdipKnWSmdesmDIhi3In7rCzcWvC97DOF3kNOJiPcDqCTksSsv05L0XjZb6PbqBMLi+xJUtrH2U0wJTvREeDclTbekyFOoftn5/6SGWfpJJFZRYXoWSPj2F59NfC73+mvb7tNf56Wlornkj4fveLk/i4uFifK7VzXtWuLMbNOst9XA4ITpRUV6uze7NlifBSTmFBR6iSBRXUiOVl0r6G1Hu2KD5qEJlr8AhUiqalyEpyYue/SwUt6urmllApVv2NKo0FFaXq6f/F4iWAp9QJ1azYmXjJC413MHshurd9Okh0lwsDRKErdlI7QiDWg8zJYd1NXTyZuLaXGfsYtHTvqy04sDl6uMS/1Ub1YC6lAOXo0srZwNGTfU24mgfy4r+MtSp1mQXaKF0up14y0TrZt9CyRMfERCgGvvKK/Li0FpkxRl41eITLHF07ub7eTl4MG6cssSgW8jWyTk/U/AHjrLfE9+peaqs7C79mj+osziQ1bSu1BRSkNWrcrZGjHH21QJ7scDGBuKaWz3nl55qKUTioFbSmls5L0upRhObbCr5hSt4MipzEoNO7PmDCCzqynpYkPZKOltKxMfAg7iROms/axSmnIjE2ySzRLaXq6c5c9aimNFa7iRahQUXrokHVsuF/IiHX2MsFGE8U5EaVeLIfR7pFYeLGU1qolTmI6iSuVPRlG7we7mc2riii1O5EsA6OlNFbfLzP5jzGRVLRkgV7rv1rRuLEo4KZNU/8bxxqySsIAoqX0l1+ieya5FaXnn68v//ij/Yzw1QBvorRpU3WA2qyZOquRmam/Nv61bq2mQn72WeCRRyQ1n/ENFqX2oMeJdixuRanVQyeRRGmQltLMTLGjd2IdkIVXUUrPqVvBRR+6ToVHNFFKk2c0axZpKY0Ww+vknDqxrMTDmmy87+j95mbCg57bWNYUL0KlXj1x8OnUhZeeXzfWLzpw3bMn+Iy0tFbp6tX2JmwUxds1Ru+R1audPR+9ui3TWE4ncaWyJ3qohdxuXK3fonTdutj3mow20H3fsEGdrPMLOj4oLIyd6Vim+26zZuJYI1oYgtFSKrPfvuUWffnLL1VBasxtIDPOt317vc8vK4teFYHez6mp9kMTzzxT72+PHo0d4lGN8CZKN29WBzmbNqkd/YgR+mvj36+/qq67d90VbKA44w4Wpd6wO+ihltaiIusHnB+i1Oi+e/KkuJ2aNc1jSun3/M6+GwqJcXNO6/PJwIsoLS4Whb7bwXBBgb68ZYsza6mxIDj9LhWlBQXqLDF9WFKRY3SZcntOYxEP991ox1NWwiyr7Xpx3w2FxPPr1IXXa/KZBg3EGPOgk3bQGOjDh1WLTiy8DqA7dtRDBYqLnVksvYpSt8mOZN9TNNv1smX2viM70REgCsTi4tgZamUch9at9T6htNTfxJ116oj3VyxvBJnuu8nJYr3SaNumxzUpSW4ozeDBepWC0lJVR/gZGpSaCnTqpL+O5sLrthZ7drZ4Ly9dav+7VRx5MaWzZ9srCeMDBw4cQL169RAKhdCauk2ZMHHiRHTv3h3Z2dnIz8/HJZdcgu+tavKdYsGCBbjkkkuQn5+P7OxsdO/eHW+//bbMXUg8WJR6w+7MtN0Br9+W0pISYPfuyM/r1Im0FNE20wfCyZNi/LGM7LtAdEtfEDiNf6tdW7x/qAuvW4sFFaUnT9qvDQiIx6+oSLRmGUVpTo7oekofyHQgkJHhXwyvm4EjPS9Gi308oO2JlghGhoXBS1yp13I0oZBorQxalNasKYYTxMqWCXh3NczIEAetixfb/65XUeo2hla29wEVpdu22cuo7Ueio8xMsW9cvdp+G9wehxo1xGdnrOzaXkt+OIntlGkpNW7briitUUPuRF5KiijgDh3yP18FddFfudJ6PS/3M012tGSJs+9WYeSJ0r59xQs4QO655x7st+E2dOedd2LMmDFYvXo1Bg4ciO7du2PGjBno06cPPvvsM9PvfPzxx+jbty+mTZuGLl26YNCgQfjtt98watQo3HvvvZL3JIFgUeoNP0vC+CFKAXHGNyVF7WSTkiLXoxhnY2knLevBQS2ldiwhMikvF69/O+cyFBIt4Fai1MmgKC9PPIZ2atZp5OeLVk0q7OnvaMeZuifSmDlZkwyxcHPvUGG2c6fzWqiya8XRZ6Fd9y/A3WDdaAl3gowYNBrX6bREigxozUw78Y1GUermmJ9zjr68cKH973kVpTTebdUq+9etbPfdRo1U13ENO7G1fnlA0P4q1uBeVhuciC6voQBOMvDKjCkF7ItSv0MuaPm9xYvFiT4/nkV2M/B6mdRjUWpK8CVhJDNr1iy89dZbuPnmm6OuN3PmTLz44ouoXbs2Vq5cic8++wzTpk3DvHnzkJycjDFjxqDQMKN98OBB3HDDDSgvL8fkyZMxZ84cTJ48GWvXrkXr1q3x7LPPYs6cOf7tXDxhUWoP+nCirrd2O2njQ8pqMO2HKK1RQ/wtKlBq1tT3LZo1J9rDWZYopW30O9uhEWOSA7sDOqtkR14GRXTw7cQaGAqZW5sVJdJSClgncnFTDkaDXuexBKObY9S0qXhunMboOM2iGgtq0dqwwTq5k4wEIbIspW6tV/G0lLqB7nNKirsSdVSULlpk7zsVFWJf6uZ402N9+LD9ySlZJXg0QiHRWvrjj7G/45codTK496MNsSYGvFqIqSiNZQmW6b5r3HY0K63fyekuvVRf/uILMakkzewuC6Ol1Oocu3XfBcTrdtmy4Mc2CUqlFqUnTpzAH/7wB3Ts2DGm1fK5554DADz88MNoQ/zke/bsiVtvvRWFhYUYbyjO+8Ybb+DIkSMYOnQoLr/88vD79evXx9NPPw0AePbZZ2XtTmJRlUWpmzqIVlChQF2Y7M6O1qkjPhyt4lOoW6zMTLPUCkotaPR9owCicTzR8NvFJgjcprqnotSqVJDTQVGs2XljBj+6vlncYWGheI7MRCkVGV5ihKmLZawYLDfHKClJFGdu3LydlDSJRatW+n2qKNYDOhkCyYsolWFZoa6sMo+hXWgfbsdSKkOg9eihL69eHRlvbYYMC21enuiuGs21kOLVTduMnj315QULYq/vlyg9+2x9efHi6CJRliWRPh9jee943W86ERHrfPvpvhstEaPfeQB+9zv9Pt+xA5g6Vf+MWuxlQY95YaF1lmUvfcnpp+v7VFTkPnt5FaNSi9LHH38cGzduxCuvvILUKA/zEydO4NtvvwUADB8+POJz7b0vv/xSeP+rr76y/M6ll16KjIwMzJw5EyeNA9eqQFUWpTJn9awsYrTzjiZ87Sby8cNSCogPVzr7GO242I0l9EOUus106NY9M5EspbGIZnWjCSs04UCtLDVq6DPO1B1z+3Y9268X910qimMJRreu73R/3cw604GOV4xxUFYuvDIEEhWl27ZFL2FgxMtMvwYd/PqZidQKOnC2Y/GWcczbt9fvgYoKe+53MkQpYD/ejSLjPBvp1Utf/v57Z1mm/bKU7t8fvUwLFW1eLInUZThWoievfT4933v2ROZ+oPjpvnvsmHX2e7/OrUadOkDv3vrrmTP1ZT9Eaa1a4uSPlSeAl74kM1N8LvqZMKsSUWlF6apVq/Dss89izJgx6E0vVhN+/fVXFBcXo27dumhiUuLijFNuKKsM8TArT3X4Z1A3lVOkpaXhtNNOw8mTJ7EuHrPDflOVRanM+AcaOxjtYRENO4l8ghCl1H2dWtk++khfdhJHLUuUNm6sL2uztYoiDoDNrIj0ODkZqFOME052rdR+iFI6uWF2T0aLT6TWba2/opb9Bg30Y9i4sXhdaNZSL+67TpJVxSP7LuC85mQsqAXRKgEPvYbdWEkB1QqtXRtGl+xYyLagyY7NtYPRUhYLGaI0KQno3l1/bceF13h/ur22abybG1Eqy1J6zjl6JYUjR5wlGZIljAE1Zp4O7qNdA7JEqZPsw177s/r1xdqo0c657PNcs6a4bStrnmy3YTOGDTN/3w9RCoiTLqeMWhF4Pd50PBGPvjMBqZSitKKiAjfddBPy8vLCbrTR2Hpq5sxMkAJAVlYW8vLycOjQIRw9NfA6cuQIDp/Kqmb1Pe39LU4GAZWFqipKy8tFV9hEEKW0U7XK5OeXKDWWhTFj+HDgnXeAf/zDfo3h0lJR0HkpH0IHAN9+qw7CMzKAG2/U39dSxlPoQ8Jp4hsNo9XOboILP0Qpvda2b4/8nD4g09PF0lt0xtss3pKuGwqZJ6/x4r5LRWmsZDxujxEV7fQet4vsfs6OKJVBWproHu3EhVfGIJaWhSoqcl5H1ytOY7NkWXWcJjui2zXen05wI0plx5QCqvigFsPvvou+vp+TTXYnJmSJJyeiVMb1Ztc6TieW6X3pBTvJjvyY9DAydKj5+37ElALA+efry7Nmma/jx31VzamUovQ///kPFi9ejGeeeQa1aQ0nC46dGpBmRrlosk7dSJooPUYGsVbfM34nFp06dTL92+A0DigIqqoodeuOaYWV+HCCHaETtKXUyPXXAw89ZF+MGO8JL5ZSmjQGUAVZSYnoqmc2W0oHHfSh6QS3rqR+iFJjrVIj0R6QdPLBKukOhcbUaKLUy4CHWjJ27oy0QFPcutfTmrpOs9AC8meqgxKlgPu4UhlunU2bipNCsi3OsejWTRd4RUWxy2bIGkjSuNJFi2JfP7K2S0Xphg2x41kVxZ+YUgA47zx9OZYoleEVYIXdZEd+uO/u3h392S9DjNNzHm3/6IQQ7fO9QMMQrPoxWcc1Gi1aiM8lDVn7aWTAAH35t9/MY4e93tNOEgBWEyqdKN26dSsefvhh9O3bF6NHj453c6ou9GapSqJURrZLigxLqR3iLUqdYkyO5OVBZcdl1kyU0sFXdRelTqEPf83ycPCg/p6NyUCBpk3tu5i6da+nLspukkbIjumhonTjRntJeNxilsjKDjLESigkWnKilcDxg8xMsbZurAkJWfcJtZTu3h074Y0sC22LFmJ/Givj8cmTomCWadGhonTevPi5IFJL6ZIlkUnfNGSJp/r1xbCSaNZSGW7L9Fr7/nvr40yf4bLEGvWasbrWgrCUAsAll0S+5zVZpRXNm4v9Ko1j1fDiPQSIHkSJaJyKA+6rn9NZBKeEQtbm8BjcfvvtKCkpwSuvvGL7O9mnOp/jUQYFRaduqpxTF1Y26bCOHz+OXBNLj/E7sVhjMcvUiQ5eEoWqain1U5QeOKBa8Jxmx6XrW816x9N91w3UDTk7272rGmAvsZKZC49RlFZUOH+AyRClx46pf9nZ3kQpddHcsSPy82gDA3rNnDihtodea8ZrlsbTrFypXhsHDujvORWlqalq+zXht369eV1rL+71sVyUNawGdAsXqp+FQnIG1y1bqoPQ48fV31u6VEzWIRNqKXViJZY1mKTPQDvJjmSLFyexWbJiG+vWVS3E2mTNnj3iPWpElhhOSlInjb7/Xn29ciVw7rnW6xsn5GSKBno979yp3nd2s7PL5Iwz9Pv2yBG1HWb9i0yL3hln6P3wsmVi2RKKDEsp7Y937FAnQMyuNfoMj1Zf3AlGUar1kRTZWX+tuOQS4F//8u/3jVxwAfDqq+ryjBnAmDHi517zZtDJNKdlzKoo7kWpVX3OaA907TMnhYcNTJkyBXl5ebj11luF97UMuDt27EC/fv0AAJMmTUKDBg3Q7NTNu90sDguquCwsLEStWrXCAjM3Nxc1a9bE4cOHsX37dnQ0uhCS3yugFoyqQlUVpVRkJCXZzyRrBRWlgDowoW6EdqCzcevXm6+TqJZSo8jTBqT79+vvORUwRrKz1QFGNOtXLPddQB0cOH1g0uvFyXGvV0/sC3fvVh9AXgYoseq1Rhv0tmypCoejR1VxvnSpWL6DihpAdZmuU0c9j4qilnygllKzGN5YdOyoi9KlS80HcW5L8AD2XZStkl4pinp8cnPlWLWSk1ULx+zZ6usFC4IRpUG77xqxI0r96s/sbF+mRwHt/4Jy3wVUd05NlMbKOBwtAZpX6tUDTjtNT3I0a1Z8RGlOjtq/aBP/P/wQjCjVKjbYtZS67Uvq11fvce3eXrAgUpRWVIiTwX5YSg8dUkWxMc9KEImOAFWcN2okZgGW7QpOoaJ05szIiW0qSt3E8NKs+FZjv2qGe7v3pk2Rf3fcoZ6wq64CPvtM7SxXrAA+/xy4+mr1IX3HHe7ifQiFhYWYO3eu8LfoVPa7kydPht/ThGq7du2Qnp6Offv2YYeJhWHZqQ6li8FfvespP/5lJh1OaWkpVq9ejYyMDLSNRyfsN1VVlBofEB4mSACog2Yq7NzEldpxOwxClFILlV3LplHkaQ99mtlVRiKC227Tl7t0Ed3GAPMHsFXbnODWUpqSIq6vHVs/k31Es3olJ4txV6tWiaLU2IeFQqKAmjvXm6UUEGPwrBLDGEWpH9l3o2Vi1oSFl0zDFGrhsFPL0S10YmvjRvuWSC9lfih0Ii6WOykg392PDpJjxe/KFId0IGrmveDXdp0kO4qWAE0GdhLCBAG1FmuCnaIo8kWpht+iFBD3b968yM+PHBHve1miND9fdFU2u7+Dct9NSgJuv11/nZ0tum7LZsAAXYTu2xd5r7GlVDruRWlBgfj33XfAf/+ritH//Q8YMkQdPHbpAgweDLz/vvrZf/8LzJ/verOKopj+bTpVZqBVq1bh95qfqv9Yo0YNDDjlbvwRLW9xismTJwMABg8eLLx/6amZfO1zypQpU3Dy5EkMHDgQGV6T5SQi1UWUysBrXCmd0d240Tz+MQj3XUqdOva+n5wsPoS0Tlq2KL3lFuCpp4C//10d+Bit0WZuucZJBzdxpfS4y7jP/RSlsQa9dAKitFSMoaQPR42+ffXlefO8W0ppXJRVYhgv7vV2s+9GE6WaUJdVzshYy9Eq1s0r1FJ64kRsgaThNSZKI5YgMCLbQmu8tqIhUxw6qVfplyj96afoGYf9zhDav7++bKckj1/Qa9BsAqi4WDxOXkUpPfdbt4reQRRZscSnPAABqDWVjf2nMfxGVvZdQMwxYFb6Jyj3XQD44x9V621SEjBunNz9NFKrlih6Z8wQP6eWaTfPCWop3bMndtKyaoC8COHnn1etF1Z+9YDqD37eeeq6AXP33XcDAJ588kn8RmYkfvjhB7z66qvIy8vDjbTEBICbbroJubm5+Pzzz/HJJ5+E39+7dy/uv/9+AMA999wTQOvjQFUVpW4tX9GgnbCbUhRt2+odWnm5+aCODqSdxqxGwyruxK4oBcTOWOtUZYvSjAzg/vuB//s/+21LShIHYW5EqczrpbxcvJecDlDoPWm2L04Gn2Vlopuj2fpUlC5dKk64uBGltK7jwYPm7kpUlDp1r6cTFZs3WwvAaKL0gw/U/7IspT166BMjBw+6S8Bkh5o1xcmxWBlogUjLkSxRun49sHdv9PVlW1aM5VmiWYplijSa4ClIC602KNd+N1qtdL+tWLR/j+dYgU4A/fyzOIkGyI+tbdJEfBZZZZ2WNRFJk/xs2RKZUIx6suTmyrWI0/AYs2dPUO67gCoUV65Ur/uRI/3dFgBceKG+bBSlXt13GzUSxxXswitRlP7yi2jit6JRI3sPTMkMHDgQY8eOxYEDB3D66adj2LBhuOSSS9CnTx+UlZVhwoQJyDMM0PPz8/Hmm28iKSkJw4cPx4ABAzBixAi0a9cO69evx9133x2OX61yVFVR6qelyi3JyeKgzmzG3S9LqdVvORGldDBrZil18lt2MQpEK3HttVapTFHqNcnWKc8PAOYhELEGn1S02Snb0bmz3kajJcZNwfK8PKBDB/319OmR6xgz7zpxr6fW3uJi1XphRrRyNB98oIpZWZbSvDwxC68dK6Jb6LH95ZfY6xcVieLNiyht1kx9tmv88EP09WWXKKETHgcORA8RkikO6bUR6zkpc7tZWeL5jmah9NtSSvux/futa237TevWokA2XoPG/t/rdRcK2XPhlZVYq0ED4Mwz9ddffSV+vmePuK5fmE34BOW+qxEKyY9Ft+KCC/Tl+fPF8+n1OZGUJD63WJRKFKVZWcCPP0Z3T6qoUDvPIC5aE1544QVMmDABHTp0wIwZM/DDDz9g4MCBmDdvHoYNG2b6nSuuuALz5s3DRRddhOXLl+Prr79G69atMXHiRDz77LPB7kCQsCgNFircTrmiC1ALbBCdcaJZSo1cf72+XLs2cNll5ut5rVXqRZTSAcjhw95FKX14HToUaQmIdW336aMv23ElTU42v9bS0txZSgHRk8Y4qAK83Z9ZWWJsoVWMTjRL6fbt6rGRZSkFgosrpfUE7Uz8Gl3FvOxnKOTMhVe2+25+vjhpEy0+S5Y7JSC6jMcq+SNLnGhQIf7jj9br+S0YOnfWY8xLS81LZwRBKBT9XqOitEYNOZZEp6LU6/UWrf+kniyyRSl9xtMkQxpBuu8GTY8e+jiiuFgMP5QxeclxpQLyROlFF6mzk7feau4XfeyY6gu+caO6rmSaN28ORVGwPsZMw+jRo7FkyRIUFRXh0KFDmDp1Ks6Nlk4dQK9evTB16lQcOnQIRUVFWLx4MUaNGiWz+YlHVRWlfrjvyoBm0ps2LfJzP7NVmuEkkY2ZpZTG1/ghSgcMAKZMURMgffuttYim17GdrKBGvFwvVCBt2+ZdlNatKx5rY5ZVOoNtFmNLa6IdOSLWCrWyfJpdaw0auE8QRgdxZiWIvA7g6HVrNQkRTZQCasyyLEspEH2gTNviNYukU0spfU4nJ3vvD92KUlmDWNr+oNx3aT6AaPUxZW8XEEVpPC2lKSlihlbjZFmQGGO4KTKTHGnEU5QuWCCeWz9FKXVTN9vPIN13gyY1VYyb/uYb9X9Zmbjfbp8TnIFXQJ4o/ec/1YHN+PHqAPuaa4AHH1T/rrlGdR174w01tfU//iFts4xPVFVRSh8QiSRKf/c7fdmsdFHQojTRLaWA+oAeN05MwiAbL6KUTjQYRWlKivNyRKGQmJgqlmXG7PsahYXidWZS8gqAmLFXg9ZgdQrd5x07IsVDEJNGsUTpli1yLaVUrK1bJ7oVU1dHrwk7vFhKc3K8ZyKn+7l4cfT4etnuu4DYL0ZLOCdTpJ1zjj4BdORI9LhS2eKQJmBZscL6eAfhWkmFSBzCs8LQa/DHH8Wxi9+idP16c9dlmaKU9tPl5eLkWVCi1Owar8qWUkB04dUyTBsnX9yWvmNLqYA8UdqkierDf+GF6o35wQfA00+rfx98oL53wQXq7I7TOo5M8FRVUUpnsr3WKNWggyE3LqKAmD2zvFy0YgHBi1IaHxaLWDGlfonSIPAikmg/t3Vr/F3HmzUzFx5ZWdZ9MnX51fAiSql1Z/v2yBqLQRyjWKL088+9Z1WktGwpzobTDPAyRSm1lO7aFTu2T1Y5GI1u3fR7pLg4etyyH/VR6bWl1YY1Q6Y4zMkRM+FGc8+WLUo7d9afBSUlapmnILZrBk0G8+GH5hZju2WKvHDmmXoiwBMnRIHshyht2VK8b81qxsp0F09PF8dm1JWUZtyWLUrpPpqNB4OOKQ2agQP15RUrVE8w6g2Wnu5+v+mzgUWpRFEKqDEdU6eqbmVvvaVaT//5T2DiRHUWado00YWMSVyqqij1A/oA0JIN0MQwZq6URurVE2fMjHXI/BKlVsLcWBw7GkZLaUWFmAmwqohSp8edire9e+MvSmvXFgfuGnXqWFvJaAZeDS99uFZCTINOXgDejxH9jpUoi5boCFBnwOmAw6tgC4XU2t0aWoZfQK6bcOPGzixWMq3BgCoGqPUumguvH4NYY71MKxEkO7aTuoxa1d8FRFEkY7tpaaIFyyquNAjBcOWVeozm9u3mdTSD6P/S08V7gFqP/RCloVDsskAy9zs1VRRIb72lL9P73azElxfoGKaiQuxDFaVqu+8CqhcKfZ7Pni0+I6I9Q2PBZWEE5IpSjRYtgN//HnjgAfVv5EixuDeT+LAotY9ZnVI3DyI6426sM0jPgdfYM4qV+LSTSVvDaCk9eFCcKfcj+25QeLGUUsGvKHIGJ3RQaRR0dohWssuMM86IHMh6dZem14sxS6pX913qMm30NtCIZSkFxEG1W7csChWlixfr+y3TUhoKiS68seJKaYy1rD7FblypH5ZSGve1c6d1+R3ZlkOaYIlOMhiRbZkGxEkmq+MdhKW0fn3RxfHNN8XPy8vllR+KhVXyKb+EU6y4UtmTIL1768tffQVMmKCOD6iVjXpNyKBJE7HtS5boyyUlYl9SFS2loZCax0Jj1ix5eTO4LIyAP6IUUG+QH36IXj+LSVxYlNrHTJS6GQjYdSf2GvtFadQoMgthnTrOBIHRUkpjLZKT/S1u7TdUwMgsCeNWlDoRHWaYidJoFuDUVODii8X3vIpSKh6MSb28HiNqhXUqSul3qYVFhig97TQxHuzDD9X/XuvcGaHXh7GOYRBQUTpvnnXiHz9iSuvVE6/Nr7+OvW0ZIoH2x9GSqcm0imucd56+PHdufMt13HCDvvzRR2rcuoaxHIus/TeD3gPUcu2HpRRwJkplWIhHjRJF0A03qP2Ldu0lJ4vWNxmkpqpZaDW++05fll3/NVGhnhjffCOv7J2xLEw1d+GVK0qLi/Xi9u3bqx3mv/6lf/7uu+oNbOZ3zyQWLErtYxSlpaXiMfNrdloGKSmR8YR0cG4Ho6WUui6npsoV0UHjV51St4MTKmzciI5u3SJjQmNkH8ctt+jL3buLLoNuoMmTqJs3EF9RSjOIUtyWvzFi5sIrM3YVEPfBKsbQT3r31i1Ve/eqRe7NkO06rEETxn35pfk6skUptc5HK4vnxz737Kkvb99untMgCEspAAwZog/OT54E3n9f/8xoQfbTUkpDDqjHQxCidO3ayAR0skVpo0bqWFqLnQVE40+PHv7knaATINVRlFJPgE2bxAkPr95gHFcaRp4oPXEC6NcPeOop9Wa55JLIWbsBA9SHlDZLzCQuLErtQzukAwciS38ksigFImMErQbnVphl360qyHLfPXlSzuCEDoDduO+GQpGi8pxzon/ngguAOXOAjz9WrTF2YqRjtUHDaFnymh27fn192azkDGAdU2rlgiXDUgqog3aNFSvUfZfpvguIlkIrQegntWqJ19P06ZHrFBeLlmiZAmXwYH15/nzza0C2SBswQL8n9uyxPu5+WEqNAsBMEAdlKU1PV0O1NN54Q1+m+56RIQoq2dDkbPPn65OkfmWIbdtWv44qKiIng/yIpb3wQuCnn0RBrEHFk0yoKF2wQL/W6HFNS5MbXpRINGmiWqQ1Jk7Ul70k/wO4LAxBnih9+mlg0SLVlWDjRvNZykaN1Jn+eBVXZuzDotQ+1P1VUSJnShNdlNIYFcC5KDXLvltV8CJKaVyurOy7XgUhoE4YUmhMnBV9+wKXXy6nTAu1zK9cKR5jr3GOdqzyVpZSKhopskSp0QNhwQL51jMal757t2qtDBpah9xMlBonrmSK0u7ddXFfXg6sXi1+buyfZYiE/HwxttNsnwF/LKXG/sCs//UjfteKG2/Ul5cv191Z/RDkVpx7rn5cDh/WB/l0giIvT972kpOt63iWlYnjJ5kJntq2VUPk/vEPfQySlQVccYW8bVB69NCPa2Gh7qlT1TPvUmiWaYrXnDnsvhtGnij94AN1Fv/ll6MPXNq1U2v2MYkNi1L3GEWpm4F8EOnzNYYO1ZeTksTYCTuwpdQcoyup7BlzKzfBWNx6K/DHP6ohFo88Yv2g9YuePfXB8YkT1uEcfrl9W4lSs6RfSUnyBtFGK+KcOfJLVDVoIFp842EtpS6lmzdHfm7sI2S6UiYliRZnYyyj0UouS6TRJChmx1xR/BFmNWuKkzzffBO5TpCioWNHMRxg/Hj1vx9JnqzIzhb3U7vfaa4DWS75GtRiSfszo9eU7KzDaWnAQw+pk55LlqgJEqk1TyY5OaL4njNH/V/VM+9SrBJAeq0qwu67YeSJ0k2b1FihWA/WtDRrtyomcaDuNXayVTI6Rvcwu4Nr+iB1W+/UDWecoQ4eRo1SvRiotcUORkspHfjJqgXrFrp9N5MrskTpwYOiu63bwQkVHMYBP7UyRrOopqQA//2vmijp8cflWF+dkJ4u7kesEi1OoPcajW2mOOnP6tWTe3zOPFNf9kMwhkLi/RttG35NfNF4toMHI88DFSiZmZGJ1rxCrRYzZlhvG5BnsaSWN2OcNKBe4/Q4yNpuKCTG0U6ZErlOkFZKALjuOn1ZywgcdBtoP6AJQ3peZHk/aNBYfxrfGVQoT6NGat/id1JBmqTus8/U/zQEwc9Y4UTAalJHpijdu7fqeZw5QN7TtkYNe2Jz0yZ1xphJbOgAnEWpM9ymgKcP66A7pRtuUGMk6EPHLkZL6fbt+utGjTw3zRN05taNFdeLKG3YUBwcURHpVpRS1+pNm8R9Cnrgl4jUq6cv79xpvo4TCzON4ZXBoEH68uef+5OMiIrSaL9PLUcyB5OdO+ueNkeOqDX9KH4lOdK48kp9edIkUQzSeyQpSZ5IoMd83rxIYWrsz2XenzSO9ptvIq9v2XHLsaD3jLZtuv9BCJd27fTlRYvU//ScyLaUWlm6/LaUBs1ll+nLc+eqngi0H5Et9hONwYMjxwEZGd6zHTdsKF4b1TiuVJ4oPf101X0gWvKNTZvUOANaYJtJTOhsN4tS+xhjlpwMeiprbCZtd3ExsGGD/lr2oN4ptG1Bi9KkJNEKJCOWrXlzcbaW1mKsTKKUnhc6ieEVap3et8+Zx0G9epFxrMbM1F65+GJ9oqaiwty91St2LaVUtDupSxyL/HxRfL/3nvi5366cI0bo1u1du9SEMGbbzsmR5yLev78+IC8uVhM+Uui9mZwsV5zQ811UFPm8DlqUduqkL2/apIYuUOEiM57TCpqBd+5c9b+f4omKkp079X6HeuckJQXvlSKbHj3081dWpiaS8lPsJxqNGgF//rP43plnek/uxGVhwsi7Q26+We3wr7lGLCqrUVioWmNKS8USA0xiQgfgMt3rqiJUJBw54l6UxtNS6gVj+nkqSmUP6p0iU5R6TbNPLTZu3ZqNMY40i2nQg08v0LIwNLW+Vxo1Eo/t1q32v5uZCfTqJb4ne1IlJQUYOFDubxqhIuXnnyOtNRpUlMr2aKDJVozn129LaZ06osWcjkf8stilpgL33KO//s9/xMkW48BdZry0UeDu2SO+DrpfaNFCTcKj8cEH4v57LZ9hB5qBd948dbLYT/HUtKn4fDCzdFXm0mgayclqlQ2NWbOql6UUAB54QJxYMav97QaOKwUgU5Recw1w9dXAt9+qMR3aTOmCBWoilebN1Rmr3/9ejIFgEhO2lNqHlqHYu9d9tsPKKkqN0MGuWfKYIPGahIle+zIyz8qADm5o+yqTKKWxlWvXyvvd5GTxmnOaVM94vVqVifECLa3gBx066P1OWZnqwWSGX5ZSQCyRYEw25LcoBcS4Upr8x08r7dix+n6fPAncfbcet+tnkp1atcQB7ddf68snT4p9RFD9Aq3J+9574sRAEMLlvPP0fnL/fmDpUvE4yD4HSUlAq1b6axpXWtWgSb1mzapellJA3ccvvlCv8RdeAO6/X87vsigFIFOUAmrn89RT6uBNexD89ptaHiYUAv7+d2DCBKmbZHyCitKqZCn1I7kHnZU/eVKcqXbiplVVstj6lQLfDV5dor247wLi/suaaKCDH5rpsTKJUjpZ4zaLsJ3fdprcyuha6Id1w2l2a6ekpoolSrRkM0aoFVm2pZSWGdq+XRyk0+vULzfzq6/Wl997T/dS8DO2MTMTePRR/fVHH6kJxQD/B+60zJO2TUA81kAwrrOAmOxo1SrRjTwIUVqrllizl7qQJyeLz2xZVBdRQT09VqwA1qzRX1cHSymgltGbNEmdiJKVqI2673JMqSRCIeC++9Q4jkWLVLeN//1P9Tvfs0dNXV0VXBiqA3QAXloqf+AYL+ggVVaR59q1xViRTZv05epoKU0k4hlTCogxjrLiB2lZkcWL9WV6zSS6KE1ULr5YfO1HCY3mzUXvCj+gbsgLFkR+XlYmWqipu6UM2rYV3YipKPDTaqhx9dW6G/fOnaoHF+B/POtNN4muo3/9q3rf++3ieO21+vKaNXombipKk5ODq5ndtq04eUb7qSDcdwExrvTdd/Xlxo3lZ3wGqo8obd9efK59952+XB0spX5RXa6fGPgTdZ2crCYzGjFCNXH36qWXGNm7F3jwQV82y0jEGD9HY9cqM27jPaORnCy6+bEoTRy8iFJF8S5KqcVIliil6edpxvMgLFCyoINCq5jHeDBwINCtm7rcoYP6DJNNUpK7LNdOoKL0hx8iP1+/XndnTEpS91U21Fo2daq+HIQorVtXtB5qosTvLLDJyepEvNZXHDqkTsb7bSk1up1r/YLReyIoo4CxVA0lKGsanRyg7sN+Jd+rLqIiFLKOo4y3Z1Rlhl4/+/ZFejlUE4JLBbZtG/CnP6kDqmeeCWyzjEuMA/Cq4sJLB8AyO1D6oKUJLtyKUmOH5FdNQT+gsTt+zEg7wYsoLS0Vj7tXUSoLOrDUPBgqKiqXpZQeF9muSvSac9pvpaWpXj4//aS6HTZoILdtGmZxpbI8NwDRFcysVJuWkRRQrVp+DCZp7UYaZx+EKAVEUTxlimo99NtSCqiu0P/+t/76o4/UmEYNP0RZ/fqi9f3TT9X/8Yz3sxIuQVlKe/c2f9+v5HvVRZQC8pL7MDoNG1pn1q9GeBOlFRXA++8Do0apbk+jRql+1tTVc9s21aWldWs11uHkSbHWEZOYGC2lVSXZkYyyHGbQjJ9uEx3RDun4cVEQ0eOveR0kKjRWTXYCFad4EaVGQZMoopQmkfnpJ/U6KSwUr5dErwVN6wju368LFRmTL9RqtGWL8++npgKnneY+Q7IdhgyJfO+MM+T9PhXm5eXq9QGoz+YpU4B//EP//KKL5G2XQvupXbv00ImgROnFF+ttOHhQdTMMqjTJrbfq7qvl5WLyIVo7WRbJyZHJhQDVM03DjzjKaPTpY+7+Tl0//aRePTHLt4bXmpJW0N/du7dqezv1789WUdmEQmI5JZovohrhXpSWlakZdn//e+Cdd4Dp09X/112nuzy99ZY6WzphgvpAGjpUrVM6ebKk5jO+YRSlVdFS6ld8jVsXYfoAN7qOUqHrR5ybTKgQCGoAYgUVFk7johNVlFLXzF271CQy1D0tOTm4hCZuqV9fnDDQEuF4dZcGRPdm6kqfSDRtGulFQDMSy/h9apH67DP1/4ABagF4OnF0zTXytkvp3l0XhYcOAXPm6MsaforSnBwxU+jnn4uWQz/dSJOTxRIxFL9caKlleN489RzHU5Smp0cm0EpLk59UKxo01lajRw9/ttWokSjUqrK1tEYN/xO2VUfoxOSyZfFrRxxxL0rHjQNmzlQ7nltvVety/eMfqlvSZ5+p791wgzqYvuAC9QB/8omYEY1JXJKTxQF9VbGU+uW+S5EhSgFRiFYmUUqPcbxFqReMotRNnVI/RGndumI/+umnagyKRp06iV+kPRQSraWaKJURF1sZRCkgZqIfOVKu+25qqui++N13wB13iG67AHDbbWLiLJnUrClaYT/8UP1PrZV+W/SHDtWXgxSlADB6dHCuqoCax4Na6/73P1GU+lHeKBZGr57mzYPtm2gWZkAd0/h1vScliW7zVVmUAqJlXkNmH1YdYVHqQZROmqQKl7lzVbfc229XExjNnQvccgvw2mvqes88A0ybBpx+upwWM8FRFWuV+pHoyIhba6xx3coiSq3aEwoFOysuGypKU1LcxcdSgSQTGtPz44+iKI3H4NMNNOOrJkqpy5tbUUqvOWpBTjR+/3s1A+6iRcD48fJ/n1rGxo9XJ5Ip//ynOpnsJ1deqS9/+qnqMUWFkt/CkLpJb9okZgr1e9s1aojJlvwmFBItg//7n9gvBG0pBSJjp2VneY5Fw4bAXXfpr8eO9dc6X53iSml2ZQ2ZIQjVEXr8Vq1yXtKsCuBelP7yC3DuuersnJH77lP/t29v7cLCJD7Ufa4quu8mmqU0OVmcCNCEqKKIv5loorRGDfP4u6Sk+Cc68gKdiHHrSuqXJYgm4Nm2LdJSWhmgllItqYOMZE2JbiWmtGunurn6Eb96883m8eft26vP7wcf9P9YDR6st+HAAbVmOY3t9jvmvFEjsTQN7f+DuE/M9s/P/ptmvF29Gti9W38dj8mqnj3F11YZef3k3/9WyxO+9Rbw9NP+bouK0vXr9fq4QNUrh0jvK0AV+37F61YXaC6D4mI1Z0Q1w/0T6ehRa9c0zTpgvGiZykVVt5TKFKV08KfViAOcW2PpgEUTpSdOiAlgEk2UhkKJH8PoBhnxjX4NRKjFYckS4Lnn9NeVxVJqZlWQYSllVM48E3j2Wf11UpIaUrN0qSpMg6BmTTX3hMYLL+jLycnBWO9oaRBKEKVJBg+OfM8s+Y4saJKv8nLVS03DL6+NaPTrp9/HTZqYu3z6TVKSarEfOdL/SRhjn1aV+7PMTDU/jPaM69Wr6gnvoElPF3MLzJ4dv7bECfd3qKJYW0G0C9PtQI5JDKgorYqWUpnuuzQdP0WGKKWuu8Z1EgUWpcFy4YXiw2vtWn05Ea8PM4wDOEWRX2uVWioAdRtOE15VZu64Q7WYTZ+u1skdP96/sAUrqAvv/Pn6coMGwXhSWIUQBCFKe/SInLz3U5Q2aGD9+0G7zgJqToHffgO+/Va1zlfF5wSFxpSuXx9ZJ7aqccUVqkv8c8+plmjGOzQ526xZ8WtHnKhEfk5M4NCBeFWxlPrlvhukKA16UGkHsweum8RAiUQii9KkJOCll+LdCm9QUXr8OLBzpxz3XeraTLPMAlVncs0JnTqpkxh+1WeMxeDB5n1BUPHmZtabpCT/atAat33bbfrrsWP9t5jRLLwayclAy5b+bteKevXUEiJ+lMJJNGiftm+f2P9URVEKqGF8d92V+GXIKgs0q/G8eUBJSfzaEge8idK33lI7O7O/UMj6cz/rvzHyqOruuzLFndUAx6nwNdYqBURRmpGRmHGaZjPg8a5R6hVZopSWPpFJjx56/H5lpGZN0X1TlrtbtHqBxgkexn9yc0UXXo2gRJJZnFvjxsGNQ+65B5g4UU08RN2p/eLqqyOzoHbqlPj1rasCDRuKz/ylS/XlqipKGbn06qX3TUVFqsW9GuFNlCqKu7/q5D5VmeFER/axEqWyLaWJ6ppp9sCl8U3xglpJjK6csZAlSqlLl2yefjrSLa8yDT79iMFq1Ei872gWTBal8cEsljCoTJ39+kVaS4O0GiclAaNGqWIxiAnFBg3U2GHKsGH+b5dRrzPa37MoZZySkSGON2iOkmqAe1FaUeHtj0l8qqKllLpCyBy8WyXscGolq0qiNBEspfT406yfdqgMohQA3n1XfE1jUhIdKkqXLRMfwG7dwYwDQxal8eeKKyLvg6BqlufnA926ie/Fy5U5KJ55RnXZBtTj/Oc/x7c91Qnapy1Zoi+zKGXsQidkf/wxfu2IAxxTylhTFRMdUWRmirNyBXOa2MHMOi2jNInfmAn8RBCldCBAk07YQZYo9Tvr5Vln6QPQTp0ql1WEDuAWLxY/8xKjZFUvkEVpfEhLU0tzUMzqHPqFcaImEePyZZKToya3On4cWLkymKROjAqdfKHeOSxKGbtcfrm+/MYb8WtHHGBRylhTFRMdBY3TB1EsoVyZUq4nwsAvEUSpWZIXmXGmoRDwxRfAggXAwoWVK8EUnRHetUt830vMHxWl69bpyyxK48fQocD77wOXXgo89VSwNQ1HjBBf+1WjOtGoLvuZSFh5xrAoZexy44368qJFahLAagJnHGKsqYruu0HDD6L4Qo//sWOqe6hdsUOvedlCr6BA7u+lp6tZECszhw7py14zObIoTUyuuUb9C5qzz1atpd9+q054jB4dfBuY6oHVZIsx+RTDWHH66eo4RQtn2b07uGzlcYYtpYw1VTHRUZCkpSWuu211weg+TRPpxMLPkjDG2oWMmIQsP9/bb3XooC//8ouaYA9gUVpdCYWAr78G5s5V67WefXa8W8RUVfzOIcBUD+gYYcqUuDUjaCqlKD1+/Dg+++wz3HjjjWjXrh0yMjKQlZWFrl274m9/+xuOHTtm+d2JEyeie/fuyM7ORn5+Pi655BJ8//33Ube3YMECXHLJJcjPz0d2dja6d++Ot99+W/ZuJR5sKfUGW0njj9FN1okLryxRalb6QraltLJiFXMtU5QePQrs2KEu05JQlcnNmfFOejrQpw/XU2T8pVEjnoxmvEO9OV59FSgtjVtTgqRSitL3338fl112Gd58800kJydjyJAh6N27NzZt2oRHH30UZ599Nvbu3RvxvTvvvBNjxozB6tWrMXDgQHTv3h0zZsxAnz598Nlnn5lu6+OPP0bfvn0xbdo0dOnSBYMGDcJvv/2GUaNG4d577/V5T+MMW0rtY5YVt7qL0kRIrpGcLArTeIjSPn0i32NLqcppp5m/71U45OUB9evrrzduVP9XhkzWDMNUXpKS2FrKeOemm3SX7507AQuNUtWolKI0NTUVt9xyC37++Wf8/PPP+PDDDzFt2jT8+uuv6NatG9auXYs777xT+M7MmTPx4osvonbt2li5ciU+++wzTJs2DfPmzUNycjLGjBmDwsJC4TsHDx7EDTfcgPLyckyePBlz5szB5MmTsXbtWrRu3RrPPvss5syZE9h+Bw5bSu1jVpOzOolSs3iZRCm74DbZkczsu/T755zDCUg0OnQwr90oo1wTPcZaFkwqSrOzvW+DYRjGCItSxiv16wNXXqm/fuaZ+LUlQCqlKB01ahReffVVdKAuWgAaNmyIcePGAQA++eQTlJCalM899xwA4OGHH0YbEojes2dP3HrrrSgsLMT48eOF33vjjTdw5MgRDB06FJeTFM3169fH008/DQB49tln5e5cIsGi1D5molSWpbAy1PVt0CDyvUQRpVTgOClELUuUhkLARx/pmZPvvtv9b1U10tPlZiKOBa1VG+R2GYapPrRrF/me2eQbw0Rj7Fh9efFiwMQDtKpRKUVpNLp27QoAKC4uxoEDBwAAJ06cwLfffgsAGD58eMR3tPe+/PJL4f2vvvrK8juXXnopMjIyMHPmTJysqq6t7L5rn5o1Iy0vDRvK+W2aldRp3dOgMKtJ2qxZ8O2QCb3mvcYf/u53wE8/AcuWibOfTLBQbxiOLWQYxg/OOCPyPbaeMk4580zxdTUYh1c5UbrxVOxQamoq8k8ly/j1119RXFyMunXroomJReuMUx3IqlWrhPdXrlwpfE5JS0vDaaedhpMnT2IdLTlQlWBLqX1CoUhrqSxRunu3vmxmkUwEzNKVV/ZBP30AyHC37dQJ6NbN++9UNerWDW5bVJQm6gQPwzCVG6OYAIDOnYNvB8NUMqqcKH3xxRcBAIMGDUL6KVG1detWADAVpACQlZWFvLw8HDp0CEdPuXcdOXIEh0/Fn1l9T3t/y5Yt8nYgkaCW0qoiSqkrrOZOKQuju2p1EqVmllLZxzdoaIkSzqboH+efH/meDCs7nUjYtUv9T2OKK/ukCcMwiUnLlpEuvG3bxqctTOUlFALef1//S4TkkT5js4p85eDrr7/G+PHjkZqaiieeeCL8vlYiJjMz0/K7WVlZKCwsxNGjR5GTkyOUlbH6Xtap7I1HaZxSFDp16mT6/oYNG9CqVStbvxEo1FJaVdwGaLkg2dk3q7OltCpanWRbShlzhg8HXnlFfK9HD++/2727WqMUAObNA669li2lDMP4TygEPPww8Pvfq6/HjTNPBsgw0QiFgGuuiXcrAqXKWErXrl2L66+/Hoqi4JlnngnHljIeqGruu4rib6KT3FzxtZuJhiRyS2oZQ6kopWUuEgmjVbSyW0kB0VLKotQ/BgwAevcW35PRf3fvri//9pv6n1pKWZQyDOMX118PLFmi5hK47bZ4t4ZhKgVVwlK6Y8cODBo0CIcOHcLdd9+NsTRjFYDsUwlojtPC6QaKTpUKyDklVLJJ0prjx48j1yg4TL4TizVr1pi+b2VBjTtVLdFRSYmYfVV2SYg6dcTXp5/u/DeoVV4rX0HLWJhchwmBUYS2bFn5hams7LtMdEIhYPJk4LrrgJkzgcsuk1PHlZ4zRVH/s6WUYZigMIstZRjGkkpvKT148CAuvPBCbNmyBWPGjMG///3viHWanYpP2r59u+lvFBUVobCwELVq1QoLzNzcXNQ8Vd/Q6nva+wUFBZ73IyGhKcwrQ1mSWBjdrGVbSkeP1q3L//d/otXTLlQoUzGqkahCz2jBHTgwPu0wg1r8qfUzFmwpDY569YAZM9Rj/vHHcn6TnrNt29T/nH2XYRiGYRKSSi1Kjx07hosvvhg///wzLr/8crz++usImQza27Vrh/T0dOzbtw87duyI+HzZsmUAgC5dugjvay7A2ueU0tJSrF69GhkZGWjLAeyVA6MolW0pbdIEWLcO+PZb4PHH3f0GjXOl8a+JTlIS8Prr6nIoBFx1VXzbQzmVhRsAcPCg/e9xoqPgyciQN/Fy3nn68vr16r155Ij+XjVIGsEwDMMwlYVKK0qLi4sxdOhQ/Pjjj7jooovwv//9D8kWxYlr1KiBAQMGAAA++uijiM8nT54MABg8eLDw/qWXXip8TpkyZQpOnjyJgQMHIoMHrJUDKkqzstxZMmPRrBnQvz+Q4tIznopSzVJaWazUN90ELFyo1uLs3z/erdGhovRU7WJbcKKjyk3TpmJisKVLxc9lJSJjGIZhGMYzlVKUlpeX45prrsG3336L3r1745NPPkFaWlrU79x9990AgCeffBK/aUkvAPzwww949dVXkZeXhxtvvFH4zk033YTc3Fx8/vnn+OSTT8Lv7927F/fffz8A4J577pG1W4zf+JnkSBZm7rvUfTzImo5uOOccd7G0fkItYmwprV7QiUqaMCwvj88pwzAMwyQQlTLR0UsvvYRPP/0UAFCnTh3cZpHZ7N///jfqnEo+M3DgQIwdOxYvvvgiTj/9dFxwwQUoKSnBjBkzoCgKJkyYgDxD4ov8/Hy8+eabuPLKKzF8+HD069cPtWvXxsyZM1FYWIi7774b/fr183NXGZlQUSrbdVcWRvfd48cB6nLepk3wbarssKW0+pKfr98/M2fq7ydqaSWGYRiGqaZUSlF66NCh8LImTs147LHHwqIUAF544QWcfvrpeOmllzBjxgykpaVh4MCB+Otf/4pzzz3X9DeuuOIKzJs3D08++SQWLlyIkpISdOzYEXfccQdGjRolb6cY/6ExmpXFUrp+vf46LU11SWSc4cZSWl6uZmvWYKta5eT889WSDADw9df6+w0aRMauahl6GYZhGIYJnEopSh977DE89thjrr47evRojB492tF3evXqhalTp7raHpNA0CQniSpKjTGlxNUcrVqJ7oiMPdxYSo11edlSWjlp1878/dq1WZQyDMMwTAJRKWNKGcYVxMIuCJVEwui+S0Upu+66g1o5S0vtfcdYOoYtpZUTq8mnpKTELa/EMAzDMNUQFqVM9YG6biZqjUKj+y6L0vhA40kBtpRWVi6+2Px9s+zYbCllGIZhmLjBopSpPlBLaWUQpUePAps3669btQq8OdUWailNSnJf4oeJL/n5QMeOke/378/uuwzDMAyTQLAoZaoPlUGU5ubqy0VFosUuMzP49lRXjJl32dWz8jJwYOR7I0eyKGUYhmGYBIJFKWNNaqq+bEz8UhmpDKK0Zk3xNU3OxAQHtZSy627l5okngEsvVZMbdewILFoEpKezKGUYhmGYBIJ90hhrqNWuKogjGlOaqImO6DEHgMOH49OO6g4VpZzkqHKTmwtMmRL5Plu/GYZhGCZhYEspYw212lUFcVQZLKXJyWLG0G3b9GV233VHerq+fPy4ve8Y3XeZqg9bShmGYRgmbrAoZawxWkor+6Btzx59uW7d+LUjFkYXXo3mzQNtRpWhXj19mV4D0WBLadWH3XcZhmEYJmFgUcpYQ8VRRYWaeKeycuKEms1Wo379+LUlFlaitGXLYNtRVaDneu9ee+KDLaVVHxalDMMwDJMwsChlrDGKo8rswrt3r/iaWs8SDTNRmpOTuHGwiQ4VpSdPipMTVrCltOrDMaUMwzAMkzCwKGWsSU8X4/Eqsyilbpt5eUBaWtyaEpO8vMj3WrTgQbRb8vPVWqMadlx42VJa/WBLKcMwDMPEDRalTHSo1a4yZ+ClltJEdt0FgDp1It9j1133JCeLx3TfvtjfYUtp1YfddxmGYRgmYWBRykSHJjsqLIxbMzyzaZO+3KhR/NphBzPR3KJF8O2oSlCLf1lZ7PXZUlr1YVHKMAzDMAkDi1ImOjSOkdb5rGz8/LO+3LFj/NphB7N4V868GyxsKa36sChlGIZhmISBRSkTndq19eUDB+LXDq/88ou+3KFD/NphBzNLKdcoDRa2lFZ9OEabYRiGYRIGFqVMdGgs3v798WuHV2hMaUFB/Nphh0SPea0OsKW0+sGWUoZhGIaJGyxKmehUFUspFRlJCX7ZN2kS+R5bdeRRXh57HXq9sKW0asLuuwzDMAyTMCT46JyJO1VBlH7yCbB5s/66bt24NcUWbdtGCud27eLTlqoCjY22cx2zKK36sChlGIZhmISBRSkTncouSg8eBK6/Xn/dtStw1lnxa48dUlKA004T3zv77Pi0parQsKG+vGtX7PWPHdOXs7Plt4eJP+x9wDAMwzAJA4tSJjrUqrh7d/za4ZapU0Wr18SJlWMwevfd+vKdd4olTRjnsChlYsGWUoZhGIaJGynxbgCT4ND4xh074tcOt3zwgb78u98Bp58et6Y4YtQooF8/VRwlegmbykCDBvqyHVFaVKQvZ2XJbw8Tf9h9l2EYhmESBhalTHSoKD14EDh+vPKUJ9m0CZgyRX99++3xa4sbEj1LcGWCWkr37Im9PltKqz4sShmGYRgmYWD3XSY6DRqISXcqk7X0iy/0gWbbtsCFF8a3PUz8oGVdSktjr8+itOqT6Fm4GYZhGKYawU9lJjopKaLrY2USpdOn68uXXcaDUMY+7L5b9alfH2jZUl1u0gRo0ya+7WEYhmGYagyP0pnYUBfe7dvj1w4nlJYC8+bpry+4IH5tYSofbCmt+oRCwLffAs8/D8ydy5NWDMMwDBNH+CnMxKYyitLFi3VrV1oacO658W0PU3koLwdOntRfs6W06lJQoGa31iymDMMwDMPEBRalTGwqoyidPVtfPvdcoEaN+LWFiT80pvTIkejrUtddgC2lDMMwDMMwPsOilIlN48b6cmWJKaWitH//+LWDSQyoJWzDhujrUtddgEUpwzAMwzCMz7AoZWLTrJm+vH59/Nphl+JiYMEC/TWLUqZVK335wAHg0CHrdQ8f1pfT0tQ/hmEYhmEYxjdYlDKx6dBBX163Digri19b7LBypR4TWKMG0L17fNvDxJ/69cXY0E2brNc9eFBfrlUrsp4lwzAMwzAMIxUWpUxs2rbVB+YlJcDGjfFtTyyOH9eX69UD0tPj1xYmMQiFgJwc/XVxsfW61Ipaq5Z/bWIYhmEYhmEAsChl7FCjBtCokf561674tcUOVHCwlYtxCotShmEYhmGYQGFRytgjOTneLbDP4sX6Mpd6YDSo++6WLdbrsShlGIZhGIYJFBalNjhx4gQeeeQRtG3bFhkZGWjUqBFuuOEG7KgsmWhlkJKiL9OYu0Rk0SJ9uU+f+LWDSSxordpvv7Vej0UpwzAMwzBMoLAojcHJkycxYMAAPPHEEzh27BiGDh2Kpk2bYsKECejWrRs2Jnp8pSzOPFNfnjEjfu2wA40ppTVWmerN+efry3ZFaX6+f+1hGIZhGIZhALAojcmTTz6JhQsXomfPnli3bh0++OADLFq0CM8++yz27duHG264Id5NDIaLL9aXP/ooeqKYeEMtudTCy1RvBgzQlzdsANauNV9vzx59uXZtf9vEMAzDMAzDsCiNRklJCV566SUAwLhx45CdnR3+7O6770aXLl0wd+5cLF26NF5NDI7LLtPjSvfvB5Yti297rNi3D1ixQn991llxawqTYDRtCnTqpL9+9VXz9Wi8Ka3RyzAMwzAMw/gCi9IoLFiwAIcPH0arVq3QrVu3iM+HDx8OAPjyyy+Dblrw5OWJA/Tp0+PWlKj8/LO+nJ8PdOwYv7YwicepexYAMHu2+TqbN+vLzZv72RqGYRiGYRgGLEqjsnLlSgDAGWecYfq59v6qVasCa1Nc6dtXX378cWv3x3jy73/ry3l5XBKGEeneXV9euTJycqW4WCx5VFAQTLsYhmEYhmGqMRxwF4WtW7cCAJpYJMvR3t8SrbxEVeKWW4CJE/XXXboAXbuqNUzbt49v2Zht24B33xXf69cvLk1hEphBg4B69YC9e/XXo0bpdXh/+EFfNzWVE2UxDMMwDMMEAIvSKBw7dgwAkJmZafp51qm6h0ePHrX1e51oPBthw4YNaNWqlYsWBkyPHsCf/wz8v/+nvi4tBZYsUZe/+CJ+7TIjPR248854t4JJNJKSgDvuAB55RH/vrbfM1x04EEhLC6ZdDMMwDMMw1Rh232XsEwoBL76oWiQTvVTG7NlA587xbgWTiDz8sD0r+i23+N4UhmEYhmEYhi2lUdGy7R6ndS8JRUVFAICcnBxbv7dmzRrT960sqAnLddcBgwcDc+ao8Xc//wycOBHvVgEVFcDhw8CbbwI2zwlTDQmF1EmLHTuASZOAX38VP8/IAIYNE0vIMAzDMAzDML7BojQKzU5lm92+fbvp59r7BdUxGUpuLjBkSLxbwTDuadwYuOeeeLeCYRiGYRim2sPuu1Ho2rUrAGCZRU1O7f0uXboE1iaGYRiGYRiGYZiqBIvSKPTq1Qs1a9bEhg0bsGLFiojPJ0+eDAAYPHhwwC1jGIZhGIZhGIapGrAojUJaWhruuOMOAMDtt98ejiEFgOeeew6rVq1C3759ceaZZ8ariQzDMAzDMAzDMJUajimNwcMPP4yZM2fi+++/R5s2bdC7d29s2bIFixYtQt26dfHmm2/Gu4kMwzAMwzAMwzCVFraUxiAjIwOzZ8/GX//6V2RmZuKzzz7Dli1bMHr0aCxbtgwtW7aMdxMZhmEYhmEYhmEqLSFFUZR4N6K6o5WEsSoZwzAMwzAMwzAME2/80i0sShOAnJwclJaWolWrVvFuCsMwDMMwDMMwjCkbNmxAamoqjh49KvV32X03AcjKykJqamq8m8EwDMMwDMMwDGNJamoqsrKypP8uW0oZhmEYhmEYhmGYuMGWUoZhGIZhGIZhGCZusChlGIZhGIZhGIZh4gaLUoZhGIZhGIZhGCZusChlGIZhGIZhGIZh4gaLUoZhGIZhGIZhGCZusChlGIZhGIZhGIZh4gaLUoZhGIZhGIZhGCZusChlGIZhGIZhGIZh4gaLUoZhGIZhGIZhGCZusChlGIZhPPPYY48hFAqhX79+8W6KLUaPHo1QKITRo0fHuym+sHnzZoRCIYRCIWzevDnezWEYhmGYqKTEuwEMwzAMw9jnscceA6AK6+bNm8e1LYnCihUr8NlnnyEvLw933nlnvJvDMAzDOIRFKcMwDFPtaNiwIdq1a4eGDRvGuymOefzxxwEA/fr1sxSlqampaNeuXXi5qrNixQo8/vjjKCgoYFHKMAxTCWFRyjAMw1Q7/vnPf+Kf//xnvJvhG40bN8batWvj3QyGYRiGsQXHlDIMwzAMwzAMwzBxg0UpwzBMJeDQoUMYP348rrzySnTu3Bn5+fnIyMhAQUEBrr32WixcuNDyu8YkRLNmzcKll16KunXrIiMjAx06dMDjjz+OkydPRm3D1KlTccEFFyAvLw/Z2dno2rUrnn76aZSWlnrat+bNmyMUCmHixImW60RLTFRWVobXXnsN/fr1Q506dZCamoratWujXbt2uOqqqzB+/HhHv9evXz+EQiE89thjUBQFr7/+Os455xzk5uYiJycHPXv2xLvvvht1n0pLS/Hcc8/h9NNPR1ZWFvLz89GvXz9Mnjw5Yht20dqs0b9//3Ayo1AoJLjyRkt0NGfOnPBnALBq1Spcc801aNSoEWrUqIEOHTrg3//+N8rKysLfWbBgAYYNG4aGDRsiIyMDp512GsaNGwdFUaK2efXq1bjlllvQpk0bZGZmIjs7G126dMFf/vIX7N+/3/J7ixYtwnXXXYcWLVogIyMDWVlZKCgoQN++ffHEE09g+/bt4XVDoRDGjBkDANiyZYtwTIzH+Pjx4/jf//6HkSNH4vTTT0fdunWRnp6ORo0aYdiwYZg6daplmyZOnCgc5/nz52Pw4MGoV68esrKy0K1bt4hr7auvvsIFF1yAunXrIjMzE2effTY++OADy21obZ4zZw52796NO+64I3wMGjRogOuuuy6qBfzQoUN45JFHcMYZZyA3NxdpaWlo0KABunTpgltvvRWzZs2y/C7DMExcURiGYZiE59FHH1UAKACU5ORkpVatWkp6enr4vVAopLz44otRv9u3b1/l6aefVkKhkBIKhZS8vDwlFAqFf6N///5KWVlZzO0DUPLy8pSUlBQFgNKnTx/loYceCm/DKQUFBQoAZcKECZbrjBo1SgGgjBo1Sni/rKxMueCCC4S21axZUzg2Zo86q99TFEXp27evAkB5+OGHlaFDhyoAlJSUFCU3N1f4zUceecS0rceOHVP69OkTcb60Y/3QQw+Ft/Hoo4/aPk5//vOflfr164d/t1atWkr9+vXDf2eddVZ43U2bNoXX27Rpk/A7s2fPDn/29ddfKxkZGeHjRq+Hq6++WlEURXn99deV5ORkJRQKKTVr1hSOwQMPPGDZ3qeeekpJSkoKr5uZmamkpaWFXzds2FBZtmxZxPcmTpwotCM9PT3i2NNrpX79+uHPk5KShGNSv3595ZlnngmvO2HCBOGeqVmzppKZmSn89j333GO6P9p3CwoKlNdff11JSkoyPSYPPvigoiiK8sgjj4TbZFzn5ZdfNt2G9vmbb76pNGjQQAGg1KhRQ8nOzg5/lpGRoUydOjXiu9u2bVOaNWsWXi8pKUmpVauWkpycHH7P7P6kx2T27NmW55NhGMZPWJQyDMNUAl599VXl0UcfVZYsWaIUFxcriqIoFRUVysaNG5WxY8cqoVBISU5ONh3ka4IyLy9PSUpKUh566CFl3759iqIoyuHDh8ODZwDK+PHjI77/+eefhz8fMWKEsnXrVkVRFOX48ePKuHHjlLS0NCUvLy8uovSdd94JD9TfeOMN5ejRo+Fjs2fPHuWTTz5Rhg8fbvv3FEUXpbVq1VJq1qypTJw4UTl+/LiiKOrAf/DgweFB/7p16yK+/4f/3959h0dRtW0AvzchJCEhhNB779KRKh0UQUEEVGwUEbELgr2D32tDRFSsgNgpiogC0oNIlQ7SIUivgRACafP9MUzmzGR3s2XaJvfvuriY7bPZ3ZnznPOc5zz0UM7tb7/9ds4+nT59WnriiSdyPgt/g1KFLwGEr0FpfHy8dOedd0pJSUmSJEnSxYsXczoYAEj/+9//pIiICOnxxx+XTp48KUmSJJ07d04aPHhwznvcvXt3rtf/8ssvJQBSbGys9Oabb0rHjx+XJEnuRNiwYYPUpUsXCYBUsWLFnL+PJElSamqqVLRoUQmAdO+990r79u3Lue3SpUvShg0bpDFjxki///675vXEgNGbOXPmSKNHj5b++usvKTU1Nef6Y8eOSa+//roUEREhAZB+/fXXXI9VXkMJrp944gnp1KlTkiRJ0tmzZ3O+U8rnHh4eLo0bN05KTk7OeY0ePXpIAKSYmJic60Vix0rlypWlP//8U8rOzpYkSZLWrl0rNWzYUAIgxcXFSf/995/msQ888IAEQKpataq0ePHinA6mzMxM6dChQ9LkyZPddiIwKCUiJ2BQSkSUDzz66KMSAOmBBx7IdZs4yukpCLr99tslAFK3bt1y3Va/fv2cgDMrKyvX7Z9++qnXkZi8BBOUPvzwwxIAafjw4X69pi9BKQBp6dKluW6/cuWKVL58eQmANG7cOM1tSUlJOaODY8eO9fraTghKu3fvnhP0iNq3b59zn2HDhuW6PTMzU6pWrZrb93nx4sWcoHvBggVu9y8jI0Nq3ry5BECaMGFCzvVr167NCdoyMjI8/xF0fA1K8/Luu+9KAKSuXbt6fA1f/ibuvhuSJHcCxcTESACkb775JtftymMLFy4s7dy5M9ftJ0+elBISEiQA0iOPPKK5rV69ehIA6fvvv/fnLTMoJSJH4JxSIqJ8oFevXgCAv/76y+N9IiMjMXr0aLe39enTB4A8v1C0detW7Ny5EwDw0ksvISws92njwQcfRIUKFQLa72DFx8cDAE6cOGH4c7dr1w6dO3fOdX1kZCRuuukmALn/XrNnz0Z2djaKFCmCkSNHun3el19+2fB9DdSzzz6rmaeqUN4fADz//PO5bg8PD0fXrl0BuP8bJCcno2nTpprnERUqVAgDBw4EACxcuDDneuXzTE9Px9mzZ/17MwZQfkerV69GVlaWx/s999xzua4T/yZRUVFul6aJi4tDmzZtAOT+u4kGDBiAevXq5bq+dOnSGDFiBADkmpuq/O2OHz/u8XndGTx4MCR5kCJn3jkRkdUYlBIRhYgDBw5g9OjRaN68OeLj4xEeHp5TGKVnz54AoCkAo9egQQPExsa6va18+fIAgHPnzmmu37BhAwA5iGjfvr3bx4aFhdnWmO3ZsydcLhfmzp2Lm2++GT/88AOOHTtmyHO3atXK422e/l4bN24EALRo0QIxMTFuH1ujRg1UqlTJkH0MVsuWLd1eX6ZMGQBAQkICqlev7vU+58+f11y/atUqAMC///6LsmXLevz3xhtvAJCLEylq1KiBunXrIiMjA61atcLbb7+NzZs3ew0Q/XXy5Em8+uqraNOmDUqUKIFChQrl/I7q168PQC6IpH9fioSEBNSoUcPtbcrfpH79+h4/f09/N1GXLl3yvO3s2bM4ePBgzvW33HILADlgHj58OBYsWICLFy96fB4iIidhUEpEFAJ++eUX1K9fH+PHj8fGjRtx4cIFxMbGonTp0ihTpgyKFy8OAEhNTfX4HEWLFvV4W6FC8rLVYsVVADh16hQAoGTJkoiMjPT4+IoVK/r8Xox0ww034O2330bhwoWxYMEC3H333ahQoQIqVaqEIUOGYNmyZQE/ty9/L33l4dOnTwNQg1ZP7BpZ1vP0HpX3F8jfQOkUuHLlCk6ePOnxnxIwXb58Oeex4eHh+PHHH1GtWjUkJSXhueeeQ9OmTREXF4fu3btj8uTJmvv7a/Xq1ahbty7eeOMNrFmzBufOnUN0dHTO76hkyZI59/X0W/LlbxLI303k7fsh3qb8PgFgzJgxuOOOO5CRkYEvvvgCN998M+Lj49GwYUOMGTMGu3fv9vicRER2Y1BKRORwZ8+exeDBg3H16lV06dIFy5cvx+XLl3HhwgWcPHkSJ06cwMyZM+3eTduMGTMGBw8exIQJE3DbbbehdOnSOHLkCKZNm4YuXbpgwIABQS9b4y93KbEFhTKqeeedd+akhXr7p1+ypnHjxti1axdmz56N4cOH47rrrkNaWhoWL16MRx55BHXr1sW2bdv83q/MzEwMHDgQycnJaNKkCf744w9cvHgRKSkpOb8jcWklKY/lbpwmIiICP/30EzZv3oxXXnkFXbp0QZEiRbB9+3a89957aNCgAcaPH2/3bhIRucWglIjI4ZTGc/HixfHbb7+hY8eOiI6O1tzHjDmVgDyHDQDOnDmD9PR0j/c7evRowK+hjBx5Wyf1woULXp+jfPnyeOqpp/DLL7/g5MmT2Lp1K4YNGwYAmDVrFiZPnhzw/vmjVKlSAJBnCnEwfy+nK1u2LABtWq6/ChcujNtvvx2fffYZtm3bhtOnT+PTTz9FQkIC/vvvPwwaNMjv51y9ejWSkpIQHh6OefPm4eabb841omnW78hf3r4f4m3K71PUuHFjvP7661iyZAmSk5OxePFidOjQAVlZWRgzZgy2bNliyj4TEQWDQSkRkcP9999/AIA6deqgSJEibu+zePFiU167RYsWAORRppUrV7q9T3Z2NpYvXx7wayipx8r7dPf8ytxWXzVs2BBffPEF2rVrBwBYtGhRwPvnj2bNmgGQ5+J6Sv88cOCAx/fqC2UU1qkjecrf/J9//vG76I4nJUqUwEMPPYS3334bALBp0yZNISSlAJe3v4nyNy9VqpTH9Fizfkf+8pZ2rtyWkJCAatWqeX2eQoUKoWvXrvj9998RGRkJSZIc8x6JiEQMSomIHK5YsWIAgD179rgdTdy8eTO+//57U167UaNGOVVA33zzTWRnZ+e6z5QpU7wWWMpL48aNAcjzZt0FFV9//bXH57969arX51ZGlN1VDTbD7bffjrCwMKSmpmLixIlu7/Pmm28G9RpxcXEAgOTk5KCexywDBgxAfHw8MjIyMGrUKK+BYnZ2tuZ9+Pp5AtrP1Je/ifI7Uua06h05cgQffvih19e3ysyZM93OAT1z5gw+++wzAHJ6tMjb3y4yMhLh4eEArPstEBH5g0cmIiKHu/HGGxEWFoZz587hnnvuyUnfS09Px4wZM3DjjTd6LawSLCWIWrZsGe6+++6cAPHKlSv49NNP8dhjj+UsRxEIZWmQf//9F8OHD88ZAbt48SImTJiAESNGICEhwe1jb7vtNgwdOhTz58/XBCTnzp3DuHHjsGTJEgDqUh9mq1KlCh544AEAwCuvvIL33nsPly5dAiDPDR41ahSmTJkS1N/ruuuuAwB89913QRX9MUt8fDw++OADAMCPP/6IXr16Ye3atTkdGtnZ2fj3338xfvx4NGjQAPPmzct57I8//oh27drhs88+w4EDB3Kuz8rKwsKFC3OWYmnTpk3OCDug/k0uXryIGTNmuN2vG264ATExMZAkCXfccQf27Nmjee5OnTo5Zi5wVFQUevTogcWLF+cE9evXr0e3bt1w5swZFC1aNNeyNFWqVMHzzz+PNWvWaALUffv24Z577sHly5cRFhaWa5meadOm5VQfDibjgYgoGAxKiYgcrlatWhgzZgwA4Oeff0bFihURHx+P2NhY3HnnnYiNjTV1hKdv37548cUXAchrI1aqVAkJCQkoWrQoHn74YbRs2RIPP/xwwM/ftWtX3HfffQCAL7/8EiVLlkTx4sVRvHhxjBo1Cg899BBuvfVWt49NS0vD1KlT0bNnTxQvXhzFihVDsWLFUKJECbz88suQJAn9+/fPmV9qhffffx833HBDzhy++Ph4JCQkoFSpUpgwYQJeeuklNGrUCIAcfPhLWady9uzZiI+PR8WKFVG1alXccMMNhr6PYAwaNAiTJ09G4cKFMX/+fLRu3RpFihRByZIlERUVhfr162P06NHYtWuXJhCUJAl///03RowYgRo1aiAqKgolS5ZE4cKF0aNHDxw5cgTly5fHlClTNK9Xs2bNnDVC77zzTsTFxaFq1aqoWrVqToBcrFgxvPfeewCAxMRE1KlTB0WLFkVsbCx69OiBCxcuYOrUqdb8gfIwYcIEXLlyBd27d0dsbCyKFi2Kli1bYsuWLYiMjMQPP/yAypUrax5z8uRJvPXWW2jTpg2KFCmChIQEREdHo1atWpg5cyZcLhfGjx+fs+wNEZGTMCglIgoBb731FqZPn46WLVsiOjoaGRkZqFmzJl544QVs2rQpzyVIgjVu3DjMmzcPXbp0QVxcHK5evYp69erhrbfewpIlS1C4cOGgnn/atGmYOHEimjRpgujoaGRnZ6Ndu3aYMWOG14B70qRJePvtt9GzZ0/UqlULkiQhLS0N5cuXR+/evTF79mzMnDnT0pTF2NhYLFmyBO+++y4aNWqEwoULQ5IkdOzYET///DPGjh2bM6obyIjpvffei2+++QY33HADihQpguPHjyMpKSmoFGozjBgxArt378bo0aPRuHFjREZGIjk5GbGxsWjRogUef/xxLFq0KGekHAB69+6N6dOnY8iQIWjcuDGKFSuGCxcu5ARlY8eOxY4dO1C3bt1crzdr1iyMHDkStWvXRkZGBpKSkpCUlKQZQR8xYgR+//13dOrUCbGxscjMzESFChXw+OOPY8uWLWjYsKEVf5o8VatWDZs2bcKjjz6KUqVKIT09HaVLl8bAgQOxadMmtyP/f/75J55//nm0b98elSpVQlpaGgA5YB8yZAjWr1+Pp556yuJ3QkTkG5fk1EoJRERE+dClS5dQokQJpKenIzExEe3bt7d7l8ghlFHjZcuWoVOnTvbuDBGRhThSSkREZKH3338f6enpSEhIwPXXX2/37hAREdmOQSkREZGBUlJScNddd2HBggWa1NGkpCSMGTMGr732GgDgqaeeCmhOKRERUX7D9F0iIiIDJScnayrDKpWRU1JScq7r168ffvzxRxQqVMjy/SPnYvouERVUPBsSEREZKDY2Fh999BEWLVqE7du34/Tp00hLS0O5cuXQokUL3H///ejXr59jlh8hIiKyG0dKiYiIiIiIyDacU0pERERERES2YVBKREREREREtmFQSkRERERERLZhUEpERERERES2YVBKREREREREtuGSMA5QtmxZpKamonLlynbvChERERERkVuHDx9GTEwMTpw4YejzcqTUAVJTU5GRkWH3bhAREREREXmUkZGB1NRUw5+XI6UOoIyQ7tixw+Y9ISIiIiIicq9BgwamPC9HSomIiIiIiMg2DEqJiIiIiIjINgxKiYiIiIiIyDYMSomIiIiIiMg2DEqJiIiIiIjINqy+S/aQJODXX4H//gO6dwfq1rV7j4iIiIjICMePA6dOydtVqgDx8bbuDjkfR0rJHo89BvTtCzzxBNCwIXD4sPb2FSuAJk2A++4DLlwwZx8+/RR4+mn5wElEREREgZEk4Pvv5badywWULy+345o0AcqWBWbNsnsPyeE4UkrWW70a+OQT9XJmJrBkCTBkiHrda68BW7bI/+LjgUmT5OuvXpX/xcV5fv7sbODkSfkg6HK5v8/y5cDDD8vbFy8CX3wRxBvysA/jxwM//gicOwc0bQq8+CLQvLmxr2O1M2eAr74CNm+WP7cbbwQefNDuvaKCKjkZiIqS/+UnGRnA+vXAvn1A+/ZAtWp27xGRs0gSsHcvEBkpj8KFqs2bgdmzgSNHgGHDgHbt7N6jwEgS0LEjsHKl+9uvXgUGDAAWLQK6dbN23wJ1/DiweDHQpg1Qs6bde1MgcKSUrLdxY+7rkpO1l5cvV7d//ln+PykJqFABKFNGPlB40rev3EMnBrl6Tz2lbn/5pfz/1avA228Db74JXL6svf+BA0DbtsBNN+XeVz1JkgPeZ56R3+uhQ8Avv8gHZEny/lgnu3gRKFUKeO45OdieNQsYPhzYsMHuPaOCJjMTeP55+ftYtiywcKHde2Sc778HqleXG6eDBskdWampdu9VcNLTgXfeAZo1k9/PW2/Jn2EoysqSP6MRI+T3kZFh9x4VPMePA40bA3XqAFWrAg89ZPce+U+S5M735s2BceOAadOATp3k71aoOXJE3ndPAano1VdN3x1DfPSR/N26/36gfn35+EXmk8h29evXl+rXr2/3bhjr3DlJyshwf9u770qSfEhW/73xhvY+4m1Vq8rX3XGHel3Jku6fe98+7WMvX3Z/v3r1tPeTJEmaNEm9/P772vsPHKje9uab3t/7d9/lfn/Kv23bvD/WqY4dk6SyZd2/p+++s3vvqKB5/XXtd9DlkqS5c+3eq+Dt2OH+N7Zypd17FpwRI3K/pxkz7N6rwDzzjPZ9DBsmSdnZdu9VwXHwoCSVKaP9DMLCJCk11e49888ff7j/rRcqJEm7dtm9d747fFhuj+nfx1tvSdLGjZJ06ZIk3XOP9rbVq+3ea++OH3f/2cyZY/eeOYZZcQtHSsl4P/0kj2ZWqwYcPZr79itXcl/nrdc8IkL+f+5c9bozZ9zf99w57eWsLPf300+4v3ABePxx9fKoUdrbf/hB3X7xRY+7iitXvN8eir1tGRnAzTcDJ064v332bGv3x0iXLsmf7aJFQFqa3XtjrCtX5DT2UB6dd+fcudy97ZIEPPAAcPq0PftkhAsXgD593N/255/W7ouRdu2S5+/r/fij9fsSrE2bch/Dv/wyf43UO1l6OtC7t3xcE2VnA//8Y88+BSI9Xc70cCczExgzxtr9Cca0adr2WM+ewLFjwLPPytOWYmLk9xomhBt9+5pXKyRYFy7IacjuvPZa/jufOgyDUjLe5MlyIHPkiPv5hu4a/2JQmp6uva1wYfl/d8GsXni49rKn1Cp9UJqSkvdz50WS5HTWQ4fU6778EvjmG/Xyd9/lLurkdEuWyHN7Fc8/rw3Sf/4Z2LrV+v0K1qZNQKNGwN13y3Nj69cHzp+3e6+MceoUULu2nNpavTrw++9275ExsrLkRqk7p08DY8dauz9GkST5WLlvn/vbP/44NDtNUlOBXr3c3/bzz/J8ulAyfLj76xMTrd2PguqPP4Bt29zfFkodvjNnas+pn3wCzJihXv7tN7kzx+n27wfee0+9XKMGMG8eUK6c9n4NGshpyUr77MQJOcBzGkmS5/Xu2aNed8st6vbmzXIHNpmGQSkZb8UKddtdD3JeI6X6AFEZKfWFPii9etW3xxkxv2n6dG0AOmgQMHQocNddcmAAyD2606YF/1pWEhtcFSoA//d/wB13yAGd4quvrN+vYN17L3DwoHr50CG50ZMf/PCDvNwSIL+vvn2BpUtt3SVDfPQRsGqVennQIG0gum6d9ftkhIUL5Yaq4vHH5dEHpYDTuXPaRmyoeOMNeT4+IBed+/Zbudq64rvv7NmvQImNVZEvHaYUvPnz1e02beQASDFvHvDvv9bvUyDE33LjxvL85P79gUqV1OtDofP6scfkWhOA3E779lvPxSXvvBN4+WX18ldfOW/UceNGbYXgZ5+VM/S6dFGvC8XjcAhhUErmys7OfZ27E7iYZqsc5BT6QNMb/X09NRb0o7H64LVkSd9fU6FUCAbkiplffCEfoAsVklMLFVOnuv+7ONGxY3IgoLjtNvn/sDDg0UfV63/6KfQKl7gblfJWQCtUXL4MTJigvS4jQ1vcKxRlZ8tFyBR33CH/lvJDVUQx0G7TRv78SpSQC7YpLl2yfr+CkZICfPCBevmZZ4B77gFuvVW9LpQyE1as0J6b7rxT3Q6VYAiQjwXjxsmdA6NGGZMlZIVNm7Sdn717y6miYudoKKSEZ2ZqpyL16CG3E1wu7aoCvnao22XJEmDBAvXyl18CrVt7f4xYfDIlxXnTLZQONEA+r7z5pvy5iO3BUGm7hSgGpWQ9d4Gi2DjRV7715+Csn0PqKeVNH5DoA+FAGrrifNaXXtKO8A4erM6pOHQI2LHD/+e3w4wZaqMlPl47X7ZfP/U9njyprZjsdBs35u6YAOQRRmWx71A1caJcqVpv+3bn9Uz7Iy1N24h56y25wSDOVdL/jkOFOCerWTO1c61IEfV6/XHR6Y4eVX9jhQoBr7wib0dGqvdx9xt0ouxsbadOy5baVN7Fiz3XOXCafv3kEavt2+XOj9atQ+O79dpr6vm9enU5m8DlktcyV/z4o/OPcV99BezeLW+7XHImlUL8bejrYziNOErdsaP2c/CkXDmgaFH18uuvG79fwRAzp0qUUI/D4jnGU50SMgSDUjJXITdL4boLSpVUQyD3iJs/c6n0c0jdjd6dP5+70a5/DXf77Y0kad+X/vHly8vz+xSh0ngWl7+59VbtXJESJeQlchRir6nTiSOJysLegNwBoiwRFIrS0rTv7e671W1JCo3Gpyf6zqnYWPn/xo3V6/79V9vbHQpSU+VMA0X9+uq2GJSGyoiWQjx2xMSo70X53ADt/HsnW7JEO/914kS5Ia4cDzMztWl/TnXunDxfUbRzp/OLBB08qN3vDz6Qv1OAnDGh2LPH2fUNsrLkZecUQ4bI5x+FmNru9OkW4kBCx46e03ZFERHA00+rlz/5RJslYqfLl4H331cvt2+vbovrYIdK51OIYlBK5nKXeusuyBTnT/g62umOPgh116t1/Hje+xQeLge4w4bJ6XR5WbtW+7zKHFKROHIaKiMEYq9zmJvDRYMG6naoNJovXdIGAc89J68rq/juO+f3tnvy9dfqaGJ0NPDuu2rjDXB+Q8cbcb5vXBxQvLi8XaeONpALtWrQ33yjNvBiY+UUV0XVqup2qM2XFT+H2rXV7RtuULf//hs4e9a6fQrU5Mnqdq9e8uhieLg2hVdZT9vJPK2x7fS1Vr/4Qj0m16qlLZ5VuTJw3XXqZWUU0ol+/VUdjQsPz11FvEcPdXvhQmeniorBmZh2nJfnn9e2G4YNc0aq8tdfq1Wdo6K0wbPYcbB6taW7VdAwKCVz+TpSKgZ0Ro6Uujuouxs91e9TeLhcLe6rr4A1a/J+3c8+U7c7ddI2JhViUOr0RoBi/Xp1WwkCROLnGypzSk+d0v79b79dGwjs3Om5wqPTiUHn4MHyCP3NN6vXzZlj9R4ZZ/p0dfuOO7Tfvf791e1QC0rFtPf77weKFVMvd+2qbofSfOeMDO3ndf/96naLFmpmQlaWtniNE508qZ0D+Mgj6nbfvur2X385o3HtjaeKru7S/Z1EPB4PGpS7gzQ62tr9CdSUKep2//5yQC268Ub1vZ086dzq1FeuaAta1qrl+2MLF5azkZSR1V27gGXLjN2/QHz7rbr94IPazLZ27dTtf/4JzUroIYJBKZnL3Uipu6D04kV1VNPIkdLsbLl3sm1bteiGu9FT/T6FhcmP80Vamracu6dlA0qUULednGKkOHNGW/7c3VIcYqAdKkGpOEodGSm/hxo1gFat1OvFkdRQIn4GyrxoseE8d27ofE6i48e1QdmgQdrb+/VTt9eulZejChXi51Gtmva2bt3U7Z075cJjoWDtWnVudmSkNo08LEy7zILTO0p27VLPGfopC61aqQFRWppvHZh28tRh4/TjnXjMDqQIoVOIne/icVmRkAA0b65e3rTJ/H0KxMKFauG1mBige3f/Ht+6NdChg3rZ7uP1wYNy1oZi8GDt7Y0bq9MPMjK0nfVkKAalZC53I6WeepOVxZT1o4hXrvieTukuffe22+SUi5Ej5eIb7oJSfeDrcvn+mkuXqnP1YmPdn2wA7YFbP6/HiWbNUv+e5cppTyIKMSgNleqg4mct7r/YUA6lapp56dVL7ZU+cyZ05vGJfvtN/T1WqaLtuQbkuVhicbJQSKX0RfXq2kB1yRL79sUfyrEckN9DQoL29j591O0//gidY0dMjLajNTJSm47s5PT4jAxtB4C+UJPTKqGKxKDUnyXinMxT3QpxDXWnFtURMwduuSWwkerSpdVtu1NixU6ZunWBpk21t0dEaDutnTIPNh9iUErBS0/3fPB0N1Lq6b5KsOouaPV1vqI+oE1N1V4We71F+pHS7Gzfg1JxRLVHD+2keJE40vjXX86fSyVW17vzTvefZZ066va6daExF1Ps5RTXhRMLsDi1MZAXMeBWAtFixbTfSaenGLoj/sZuuy13UQ2XSztaGgpFZxTuPjOROFoaKim84nHYXeO7e3c1TTktTXusCTViirWTK5Bv3qxWdC1cWC64oyw5lJWlDTScRqyI7i4AEo/dobC+Z6gTRzbFgkD+EI9r06bZuyKBmNZ+663uj8NiR+jatebvUwHFoJSCs3OnPC+iRAn3vV3uGiSeJu8r17tL7/X1RKMfKdUXFAoPd//6+uBVknwrMpCdrR31dJfiqmjeXJ2nkJ0NrFyZ9/PbJTNTu389e7q/nzhKcOSI8+cmAcCff6rb4olRnKfk5AITnmRmalOQ6tZVt0Nx7q/i0iXtCKGn35gYlP71V2jM+8nK0h43xU4ehT4oDYWOH/E75m5kKzJSm1Hi5PRR8XzkrrEqFtlycmVOcTS6fHl5RE5ZdxrQHhed5PRpuZ2haNEi933E9TGdfF4Vl3kJ5RFf8dgqFtLzx5Ah6vEuO9s5HVNixXNRy5bqNtN3TcOglIIzY4Y8If/CBXnepp5RQam+ZL2n8uP6kVL9qJAk+Za+6+tI6dGjwIkT6mVPwRsgBz1iiqGTq9Vu3qwuW1OokPvPFgDKlNEWOXBygwCQP3sxxU5MqRZHgkMtcAOADRvUzywiQptuHcpB6Zo16u+4WDHPPfNihVf9Ek1OtXmzWnk3PNx9inyXLur2sWOei9U4iZgF4im1TyxOZXf6njfivonfMYV43HByh4F43lM64G68Ub1u8WJnZogkJqrb5cu7X0Nc/N2sXOnMTsUjR7RTJ/QpogoxWHVqSrXYXgq0yFREhLyUjEJcYsaJrr9e3T52TG77keEYlFJw9D1G7kYm9fIKSt2lF+pz+N0tTwLkbnDrF6D2NALqLnj1pYGhP4mLxYzcEYMDJ1fgFdPQWrb03hsqBglOD0o3blRPfoUKyZWSFWK1PTtTiQIlpna2bav9zMR5SuIC4aFAXFu1cuXQHmHQEztIWrZ0v7RCyZLaBqyT5y0qxII/jRq5v4+SOgo4uwNBPBZ27pz79lDJsBD3Tdnnzp3Vc/S5c/Lx0WnEv3+nTu47pNu2Vd/T+fPakVWnEKvVVqumnToiEkfkxEKDTiIek4OpfCwe75wagCvKltV+ZhwtNQWDUsrtjjuAevXkZU3yOijqgzB3633qBTJSql9fzVNQqg/09Ac6T8FmoEGpv0KlWq3YqBR7M91p1kzddnr6rngiadECKFpUvSzOGfnvP+e/Fz2xrL6+GqJYpMHpHQcFifiZiXMT9cTATllLz8nE0UVP6zyHwuh9Wpr2vYidWIpQCUrdjZTGxWk/HyceG3w5F8XFadeSFEdXnUIMSr2dU8XqzqtWOS+jKj0d2L9fvSx2LvlLnK4wd6599Q7EbDdvHfDiaCmDUlMwKKXcDh6UU8SSkjwvtq3QB536g4q7Xs1AglKxZw7wfaTUXVDqjn6ENyPDe1AaaMAqNsScXHBGPBF66tFVFC6sbju5UQZoS+yLpfcBuSdUTA376y9r9sko4nddXEweCK3RbKM4MRVRJElyyrXCW8EQsTPL6e/r7Flg9271sqegNBQ66NasUc8NMTHu5zOK50Anj/ju3atulyqlbteooW6LVZOdwtdzkdOPceI+eQtKr79eXRM8M9N5mRFbtqhtl8KFPWdC+KJ/f7UI35kz9hTbkiTt9DCxc0NPDEqduoZsiGNQSrmJE731waCePijVj1S6C1I8BS5KoOfuxK4/WXpKGdE3bvSFJzyNgOqD0osXvQeegQZfYq+ik9cqFRu+nkrXK0JlpADQpqeJI7wKsXBTqAWlIn1nkNhg27JFnXuan8TGaqtwOr1C4rFj2o4Ed99HRSiMKirEka1SpbRBj0g8hl+96sxq5OJoSJs27lPHq1dXt//7z5nvA9B2gIjBdWSkuu3EjlJfz0X6oNRJ83tTUrRzwfVLWonCw7WZLgsXmrdfgRCPq02bajul/RUfDwwYoF7+8svAnytQhw9r24nejsPiMjZ5tY0pIAxKKTexseBvUKoP7vwJSr3NKdVX3xUbnyJ9UKzfH1+D0vPnfQtKxQaIp6VgRGJBBicvHyA2BNylYItCJShNTwe2b1cvuys0IY7qOLnTwF8NGqi979nZ2iq9Ticeg7x9F8PDtYVbnFLN0ROxp71iRXnuqCehFJSKv5uWLT0XpatUSTuP22mNb0B7vPA0glK1qrax6tTOEDHAFkd8xPOWE0d6fT0XiUHp0aPOmju/ZYu6XbSo544aRY8e6vaCBc4KsMXvtzgtJFDDhqnbixZZv4622FlTrZr3uiDiscxJn0k+wqCUcvNnpFTf4NA3mNz9cANJ3xXXKQM85/3rX9/d/vgSlCYnez/oKCdKsSBOvXqe768Q03b27dOu9+UkgQalTm4w79ypfs4REXKgpicWXnB6mqQ/wsK0vfOhNAr877/qtrvKm6Jbb1W3581zdsNBDEq9pYwB2qDU6T30Ypqot2NiWJi2Wvkff5i3T4ESg1J9SrzC5dIuSSKOFDvFxYvalGoxKA2lkVJv56LSpbVzFJ2UwitOG2nc2PP0I4XYuXbwoNxWcIp169RtI4LS9u3VCv6SBHz9dfDP6Q9PGQTuMCg1HYNSyk0MSvNa609/cNUHJYGMlLoLBvSBqqc0Hv1Iqa9Bqf5kfPly7kBV5C4odRfk6FWpIvfGKZw6Wir+3fJK3y1TRt3+91/njpbu2aNu16sXXNpRKHL6nCtPfAkMFD17qg2HI0ec1ZjTExuqnpaHUIgjK/rlsZxG/J2Jy0W5IwalCxY4qyMoM1NbxbVhQ8/3FYNSJy5vs3Gjet6Li9N27ogjpfr1up3An3OReIxzUueA2AGV128dACpU0B7rnJJFkJqq/X2LnRuBcrmAu+9WL4ujylYQMzu8pe4CDEotwKCUcvMnfVdP36gIJCj1JajxdEDQv36gI6WA9yJPgQalgHZZAaeWfBfXDPO0mLSiTRv1YH32rHZky0nEDgtP6d+hLK8GvdhgW7vWmaMi7vjzGytdWjva7cRGtkIMths39n5fcZR70yZnj5aKI6Xu1vUUdeumBhpnz2pHYey2f7/6GwkL8z7qKwalTuw0EIOi5s21nclVqqjbTltKRZK05+G8zkVih29eRRqt5E8HlEJM4RUr99pJHG2PjNTOpw6GOHXB22CAGcQBD7EAmDsMSk3HoJRy8yd9V//DNCJ915egNK/n8LY/vgal3g6OyuuIDea8RnEUYmrOwoXOG1nMygIOHFAv5zX/pVgxbaPaieX4Af9SkgHnfS7eSJJ23rU4V0/RvLna4XT1qjZtyamuXNEGOb7+xkKBGDCLcxLdadhQ7UjJzHRW8Ca6cEE71SKvkdJixbSdJU5K4RU7DWrW9L4eo/h7yyu7yA5ixoA+uBaDpO3bnbV+9rFj2jZIXuci8TNyyueQkZF3LQN3xNFspxSmEzuc69b17TzqC6enkCsYlJqOQSnl5k9Qqm+4B1N914iRUiODUm/zI7OygEuXtJPyfR0p7d5d7ak+edL6dJW8HD6s/XvkNY8P0BZwCuWgVOwp3bPHWemE3pw8KX8fFe6CgcKFtXNmQqGQ0+7d6m+6cGHfvouhQjxW5TXHrFAh7WicU+cEix0IRYr4toahU+eVivP9Q/17Jwal+mND/frqaPXVq9rRMLuJ3yd9FoQ7TizadPmytl1UubJvjxNTlZ3SUSAGpb7U0PBVfLz2NZwa8IltY6dW2Q5xDEopN396rewaKVWe9/x5OTVGuax/rD6o8HVOKeD9RJCVpa3uFxmpTYPyJiFBWyBg/nzfHmcVcc5IxYp5p0wB2qDUaeX4Fb4EAa1aqQHrhQvaHm4nExtvJUqolXb1xJO/Uxo63oiZCHXr5j2nTM/JnQr+jtyLyxU5JZ1PT/we1qrlufKuSAxKN27MXdTOLuLxItTnn4tBqT7AjorSBhhiqqndxHNRXqnggDNHSvV8+U0AzlzHV0zvNjIo7dRJ/bscPeqs76BIfM979zqn4yMfYVBKufl60ATyHpk0c6T03Dk5na9ZM+CFF9w/1l2wadRIqdioL1Ik79EOkRjEiSdeJ/BnTpjCyeX4Fb4EAbGx2vQqp4766nlrdIpCZfkehTgvzJdRNwAoV07ddvLSN/6MlALaueh//eXMBpE4F138HLypV0/b8XXypLH7FCjxeOHPsd1pMjK0GT3ujg/iMU+cf2o3f4pmAdqRUifPu/aFGJSeO2fffojEkdL69Y173lKlgLZt1ctz5xr33EaqXVvtoMrKcm79jBAWwkdacoS8RiaNqr6rJ0nAhAnynBMAeOst94+9cCH349wRUx8V3kaSsrP9b1SKxB5dp40q6kc7fKEvx+/EYM7Xz0s/6hsKfP3MQi0oFfnaWda7t7o9e7Y5+2IEf0dKW7dWl8K6csWZKbziMdPX0UWXy5lBn/j78GfuXGams0bok5LU/QkL0xYDUogFa06ftma/fOFvB6lYCX7/fuedW/3RqJG6vWMHsGuXffsCyL9tb3OTgyUu5/Xbb8Y+t1EKFdIG49u22bcv+ZQDzwTkKHkd1PW36wM5M9N3T5zI+7n1QWlWlvt9EtMEFXmNlAbaaHE6f1OmFE6fVyqOLIm90Hr6pVNCoWFTEIJSX/Xrp26vXOmcdFA9fzu1ChfWrnO8eLHx+xQs8fjvb6q1wimpiv58PpUqqe83M9NZo41iIFG5snZ6jkK8zurqp974O1IqFtw7f15b/C3UNGigXb/4m29s2xUA8hxr8bfpa4e1r8SgdONG69Zw9/f8Li4NxaDUcAxKKbdQSd9111DQP1ZfFj472/eDUF5zSoMZKdXvk5Ps369u+1Pgw+lB6X//qdveUkHFuXsnTmj/Hk7la1AqBuNOqehotOuvl+dCA/Jva84cW3fHI39HSgG5SJrCib8x8ZjpreNHr0IFdXvBAuP2Jxj+fD6xsdo1G520/rQvqf3iqLZTgtLsbG0VeF+CoIQEoGpV9bJT5yb66r771O1vv7W3raD/PRg9z7pePW115XnzjH1+T8TUaF+WihOD0lAoFhhiGJRScOwKSrOzfQtK9Q1vf4JSf0ZK/Q1KxSUgnFR9V5K0PZS+VgoEtI0yJwZy4rwqseGiV7KkNkXHiY1/PXEOr7eOBDHlKhSWhAmEywXcfrt6+eef7dsXT9LTtVMGlLTcvIgp8k6ZZyYKNCi9+251e8oUZ2Qn+Ht879RJ3V62zPDdCZjYMSumt4qcGJSePKndF2/HbFGzZur2xo2G7pLl7r5b/e4dPhwa56JAuVza0VKr5pX62i5QiKssiJ3BZAgGpeSdv+m7vsylsXKkVM9T+q47Zo6Udu2qbm/bps6NtVtysrZqoTiCkRd3aWFOkpSkbudVKVmfwutkFy5oO1+8vTdxWZE1a5zR+DeDmMK7ZIm2AI8THDum/dsrI7t5cXp10UCD0sGD1QydffucMQIRTCGqxERnpiF7GvEVg1KnrBMppt7Gx+e9HIxCLNrkhO9RMMfYsmWBm25SL9udwmu2W25Rt60oUpecrJ3i5UtQKnYgOmnueD4R8kHp6dOnMXr0aNSpUwfR0dFISEhAs2bNMGbMGLf3/+2339CxY0fExcUhLi4OnTp1wu+//+71NXbs2IEBAwagVKlSiI6ORsOGDfHBBx8g22lpl0YJJn3X3RIseT1Gf72vQal+P8ePz/uxRqXvBlvoqFYt7QHwzz/9e7xZjh5VtwsXlkcN8wt/ekRDqdiR2HiLjNSutarXsqW6ff58/u3pbddOzUbIzHTesktiKnnp0r536Dg9KBUDMX+C0sqVtQV4nDAPWKze6svn07at+p5TUpyTOurLeUoMSp3yvRKPa/5k7IhVn1NSjNufQOnrWviyxJpITOF16lQEo4jTaqyoLi52VEdFaTPYyBYhHZT+888/qFevHsaPH4+IiAj06dMHrVu3xrlz5zBhwoRc9//ggw/Qu3dv/P3332jXrh26dOmCdevW4ZZbbsFHH33k9jVWr16N66+/HrNmzUL16tXRu3dvnDlzBiNHjsRdd90FKb+ONPjK6JHSPXt8OylKUu40o9GjgVWrvD/On5FSb/fLygpuyQCXS9sD6pRGsxiUli/vXweFk126pF3sOq+R0nbt1O39+53RuPFEDHAqVfL+mcXHa1N41641bbdsFR6unRss/o2cQEyRr1TJ98fpl7xw2vkn0JFSQNtYF9dDtIt4LPRleZuYGG2nj1NSeMXzradjgzhS75SOqkCDUrHAlhNGq8XvUcmS/mcUidNi9DUy8hvxmGHFOtpiR3WVKvmnvRPCQjYoPX36NHr06IG0tDT8+uuv2L59O3788Uf88ccfOHToEP7WDf3v3r0bo0ePRmRkJBITEzF//nzMmTMHmzdvRokSJTBy5EjsEwsCAMjIyMA999yDtLQ0vP/++1i7di1++ukn7N27F23atMHMmTPx9ddfW/m2nSevkVJfHqN4+WV5ztQPP+T9HJIEpKbmvn79eu+P8ycozet5xB5QX+eEiW6+Wd3+7TdnBD7iCdSf1F0gdw+wWKTCbmKPaERE3o3M4sW1l604QQbK38abPoXXycRGpb8NhkCrv1pB35HgK/F7m5rqrN8Y4HuFa3fEdQpff9266pueBHIsFOeVOqXYkS8jpeLyI6dOOWOt2PwYlPp7TgW0xz1Jcva5KFjiZ6fPRjODv/NJyXQhG5S++uqrOHPmDN599130Ftelu6al2GMJYOLEicjKysKIESPQpk2bnOtr166NF198EZmZmZg4caLmMb/88gsOHjyIxo0bY+TIkTnXx8bG5oysjh8/3si35Tx5BXD6g4b+sj/pu/7MIZAk94tj53USkiTjgtLjx9XL3qq5etKjhxr8pKU5Y03FYE6gpUtrR+HySIu3lHjyqVzZmesiBsrfACeUglKxcRxMapXTKg2Ln5mv80kB+W8gFuFy2rIw4jJdnorqePLqq0DRovL2+fPyvHs7izkFciwU55WuXOmMAEI833k67pUurf28nDAXUwxK88psEeW3oLR0afU9SZJvnfahSswEAYAzZ8x9PbGzmkGpI4RkyywtLQ3ffvstYmJiMGTIEJ8eo8wb7d+/f67blOt+0y3Y6+0xzZo1Q/Xq1bF9+3YcEhu8+YE/IxJ5pe/6E5T6w1NQ6kthJiOC0uxsbXGiQILSyEjgjjvUy99+G/x+BSvYE6hTF8DOzyefYEZKt2xx/ztyimB+Y9ddp27/8IOzilIEOlIKaIukLVlizP4YJZjPq3x5uS6AYs8e4LPPjNkvf0lSYMfCNm3U+ZmXLjljHUNfax+Io6VOC0r9GSkVl/VISrI/xT3Yc2rRosC996qX3303+H1yqjJltMcNszvdOFLqOCEZlG7YsAEpKSlo2rQpoqOjMX/+fIwaNQqPPPIIPvjgAxzTVTJNTk7G4WsHuKZiZbZrKlWqhJIlSyIpKQkXhR71LdeW6mgmlhgXKNdvdcIB3C7Bpu/6uj6fniQFVpDByJHSYINSQBuUOqF8fbAnULF63vLluYs82EU/d8RfVhRdCJTYePMlwGnQQE03z8oC/vnHnP0yQjC/sSFD1OPLwYPAwoXG7VewAp1TCgDduqnbixc7ZwkPIPhj4oMPaudzv/ACsH178PvlrwsXtJ01vh4LixTRjjg6YUpGQQtKW7dWO9ZPngR27DB2v/wV7DkVkOtlKLZvt+e8akVw73LJGWQKs2ttBNIuEOcEJyfb3+mRz4RkULrzWhGE0qVL47bbbkPPnj0xYcIETJ48GSNHjkTNmjXxg5DioASkxYsXR4yHuX8Vr6VQJQkjKsrjKnpIr3L3GG8aNGjg9t9+J67pqPB3SRhfTsJGBaWBPNasoNSXQhjulCihbjst1ciftEJFmzbqe8rIcE61QDHV2pf3VbSotnHplOrI7oijbr403sLDtcUznFzsKJggp2JFQJza8dpr9i4+LwpmpLRzZ7VhdP48sGiRcfsVDEkypqNu4EDt5fbtrV9TN5gq5E4rluJLoSNAG5Ru3mza7vjk8mVt6qY/QWmJEtq1Su1OcTciKNWvPS0G7FYRl9UqVsy81xFrbSxcaO4xO5AU8bp11e2LF+35LPKxkAxKz1/7ccydOxcLFizAxx9/jFOnTuHQoUMYPXo00tLSMGjQIGy+dmC9dG2R8iJeSnErwWqKEFTl9Th3j8kXglkS5skntZfzSt8NtBhJdrb/hTSU/XHSSKkYWDshvVCsUBvIHL5ChQAx3d0p819On1a3fXlfLhdw223qZSfM93UnO1s76uZr402cc38tI8SRgv2NPf20ur1+PfDjj8HvU7CuXtUueeJv50/Roto0+e++M2a/gnX2rHYOZaDHxOHDgUcfVS8nJwMelngzTX6qQu7rSGnz5ur29u1y+rFdxOM1IK/X6Q8xm8DuThsjgtLChbXppQ89ZP16ssHMF/eHOC/79Onc3wWjZGZq2zu+DizEx2vPs07IKshHQjIoVdYHzczMxBtvvIFHHnkEpUqVQpUqVfDuu+9iwIAByMjIwLsOy73fsWOH2381atSwe9cCl1cvlj4A1AeFeQWlnk5Gdo+UGjGnFNCmgly5Yn/JdyM6DMSRjsWLzTup+EPcB19HPfr1U7f//NN5xXIA+TsjBgIJCb49TvwbOGVdQr0rV7SFbgL5jbVrp+0k+emn4PcrWPrKpoG8r7vvVrfnznXGCLB4PIyODnw0JSIC+Ogj4M031euWLwf+/Teo3fNLMIGEeNwUMzTsIgaX4jq3enXrqoWmsrOdldbv77leDEqXLLFvGkmgc5P1XC7grbfUy6tXA4MGWZs6Kh63zAxK9ccNs6Yn6IsoeVvfW69xY3XbyZ26ISgkg9JYYSK7u0JHynUrVqzQ3P+yl4IeqdeWFymqHJR9eJy7x+Q7/qbv+vt8eQU+nnqvAj0YGxWUpqVpD2qBBqXVqqkHw+xs+9NdfU318qZ9ezXoycpyRrEP8bPy9eTTqZMa5KWnO3e0VOTrZ+a0CpXu6Bv0/o6WKMT1gN0tI2U1cZQ0Pl4tjOMPcfmU1FRnzHnWd9IFO7o4cqS2k+Xxx4N7Pn8EE0iIn40Titf5GkyEh2szKJxemdubjh3Vc9DVq/Ydu8+f1/42Aw1KAeDOO4EHHlAv//STtXUorApK9R0QZp2fxI7q6Gj/lvVz2vzrfCQkg9Iq13K/ixQpglJuGphVr6U5nLp28q98baj9/PnzOYGk3pFrKXBVhLxy5XFHPKyX5u4x+UIw6bv+3j+voNRTim6gwaVRQan+OxFog1mf7mp3eqEvywfkJSxM29vphFEc8QTka1AaESE3BBTTphm6S7YKtaC0dOnA0vUBbTbCP//YPwcokO+inn7pBCeMdhuROSKKjgb+7//Uy6tXB/+cvhLfi7+BxODB6vaCBfaPlvoTTLRqpW47ea55XiIitEUE7UpxF//2ERG+Z7J4Mnmy9jhoZWqyVUGpy2XN+Ul/HPan3cuRUtOEZFCqVNBNS0vDVTd59eeupXwpI53x8fE5AeamTZty3f+///7DmTNnUKVKFcTFxeVc3/jaF2+jh94o5fpGYq9JQeNvgOdvUOrpdruDUrFQScmS2oavv+66S91evNjeuTxGjJTq2T1XNjVV22j3p2iJ2MBMTJSruOYHYsPGCQGNO0YFOd27q73gycnAiy8GtVtBE0dKA117tUgR7THn11+D2ycjGB2UAtpKnJcvW1eJV0zVV9aS9lXnzmrxqqws4IsvjNuvQPiz1q8YlFpdXMpo99yjbi9fbs+asWJAFRkZ/Dk1IkKbmvz224BVhTKtCkoBbfaIWGDJSOJx2N/OQTEo3bvX2cuqhZiQDEorV66Mxo0bQ5KknBRdkXKduPxLr169AACzZs3KdX/lulvF4hF5PGbTpk04cOAArrvuupyR2XwprwCOI6WBV95ViEsgZGWZv2C0N+LfJpgTqDhyPG9e4M9jBP2cVn+C0uuvB6pXVy87aZ5VMKpVU7f/+ceZo6VGBTlly2rnY9n9GRoxUhoRoe3MevVV+zt/zAhKK1cG6tVTL9vRoeDvcTAsTC7WpPjoI3s7fvwJJsSiW6FewFE8bmdn2/P7MGPO5+jRaoprcjLQt6810xKsKnQEAA0bqtsrV5rzGv4WPxTVqKHOz5Yke5atyqdCMigFgGeeeQYAMHr0aBwX0mM2b96M8dcW4B4xYkTO9U8++STCw8Px6aefYo0wV2Lv3r148803UahQITypqxzbt29fVKtWDVu2bMGECRNyrk9NTcWj16oDPi1Wd8wvjEzf1d+uv5xXAQOnBqVGNCwV4eHadDw75735WqkxL/ffr25Pm2ZvkSAxyI+P9y8N1OXSLtvjhFRkI9xwg9ohdOGCM9bI1TNiySWF2EA9ccLejh8jRkoB4PXX1d/okSPAnj3B7VewjPy8FC4XMG6cennuXPurqfpixAi10Xr6NOCmY9sSly5pR3HyCiZCucqwExnVySvq0gWYOlW9vG0bcK3NayorR0q7dFG3ly415zWCacOFh2sDZ84rNUzIBqV33303Bg0ahG3btqF+/fro1asXunTpgtatW+PcuXN48MEHMWDAgJz716lTB++++y6uXr2K9u3bo2fPnrjtttvQuHFjnD17Fu+//z5q6taCioiIwLfffovo6GiMGjUKrVu3xp133olatWph9erV6N+/PwYNGmT1W3cWf0dS88tIqZgKFGiVWpFQvMvW9F2jTqL33CMHgID8fpYvD2avgmNkB4K42HYoi4mRF5lXLFli3754IgZvgc7ZVjRvrv5Oz5+3vnKlyKjvY5Uq2tRS8e9lB/F9Gdlo7dtXXv9Y8dhj9qRi+qNkSe16i+vW2bMfYiDhcvmXJRLq9Ev5ucmqs5SRAf9992nnzP79t3HP7YldQWliojm/92A7B8Vpe5xXapiQDUoBYOrUqfj8889Ro0YNLF++HOvWrUOzZs0wbdo0fP7557nuP3LkSMydOxdt2rTBypUrsWTJErRo0QK//fYbHvdQ2a9t27ZYv349+vXrh3379mHu3LlISEjA+++/j59++gmugt6zaPZIqVPnlIrpjkZ8B8R0NysLeugZUegIkIOe+vXVy3aOlAayHIyoRQt1e+zY3EWuQlXXruq2Wb3RwRBHM4NtTJcpI8+/Uvzxh32VUY0aKQW0adWElAAAdYxJREFUI8Cvv25foA1o1/wzMvhxuYCPP1aPR3v2hEYRHnG0+Ouv7Sl4JAYSJUsa04EaKuLitB0Ddvw+zHw9cbrZunXmZlhduaJdVifYTsK8tGunziu9dMmc+c3Bdg6K80o5UmqYkA5KXS4XHnzwQWzYsAGpqam4dOkS/v77b6+jl7feeisSExORkpKClJQUJCYm4pZbbvH6Og0aNMCsWbNw5swZpKWlYfv27Rg5ciTCgmm0h4pg55Tq53Holy7QV5HUc+pIqdFBac+e6vYvvwT/fIEystCRWIjFztHfQJaDEb3yirp+36VLwPffG7NfdmveXN12YqBtZFAKyEuMiIVzRo+2Zy6tkSP3L7ygbi9bJr8nuwJT8fMSU96N0LSpdm6pWcVPjCRW7k5JAZ57zvp98KfIkV5mpr2dHEZ4+WV1e/Vq64/dZqTvKjp3Vs+x588DEyca+/wifRZGsJ1peYmO1i6tZEanabDHYf1Iaaj/VhyiAERV5Dd/Dp6+/BDFQEdfpSyvtaGcGpSKwbYRJ5u+fdXtv/7KXZzHKkaeRJUKlIA8UhCq6ZJlywLXip4BkEdL7S6WYwSnj5oYHZS6XMCnn6qXT53SrkdpFSNHSvv00Y6YvP++PaPeWVnaQNGMNFGxk8tN1X3Had9eu7bq9OnAhAnWzksXv2u+pFyKhY4uXbJ/nnKw2rQBxEGHkSPtq9lgdFBaoQIg1kFZuNDY5xeJnRvx8cGtNuArs+eVGpm+e+GC9m9EAWNQSsHx5QQrjkaIJ4To6MDTdwM9sZsxUmqEFi3U9fCys4HffjP2+X1lVKEjAHj4YXV7zRr7CpQkJ6vb/i7voOjQQd2+dEn+vIYPZ++omYwOSgF5Hqb4vRZTTq1i5EipyyUHO+L6h3b8zpKTtccOo0dKATkdU7Fzp/HPb4bHH9d2rI4aBbz2mnWv7+88wFKltI3txYuN3yerTZqkbp8+Dfz5p3Wvbfb5oWVLddvMY5mRHWm+EoPSVatyZ9kFK9jjsHg8AoD09OD2hwAwKKW85HVQ9eWgK44qikFpkSJ59x4WlJHSsDB51ENhVwqvkSOlrVsDN96oXrZrzpvYWM6rE8SThx4CnnhCe90XX8hzlpyY+uoLpTooACQlaYN3u2VkmDfydt116vYnnxj3vL5ITdVmixjRwIuP11a7nj3b+pFEsUEcHg4UK2b8a4jHku+/D40OoVq1gPnztUH6uHHWzS8NpDiNONfciQXQ/FW1qpz+rRg50rrfh5npu4C8ZJJixw7zlk8xa764Ny1bqpl0V68aX2tDnFJkxvGKAsKglHIzckkYQBvAiQ2ymBjrg9LsbOOr7xp1shFTeBctsn6duOxs7Xp6ec339cUrr6jbf/9tTyPHiNHfsDDggw9yj3IsXCjPUwyFBrJe69bqCFtampxi7RTnzmkvBzuiKHrqKXV7+nRrKyrr52YZNaIoHjv27QP+9z9jntdXYqO1RAlzGuADB6rbu3c7cxkjd7p2BTZtUi9LEnD77dakkQYyp1QMSpcts2fetfi38WcJL08eeEDdTkoCZswI/jn9ZcZvokULbWXq0aPNWY/VzPninkREaIsJHT5s7POb3WFAAWFQSsEJJn23SJG8gwSnjpSKC0kbdUDr2FFdRuXqVTnl1Urnz2tPaEYEAu3aaRs5P/0U/HP6y6iTj8sFvPqqvLRAs2bq9Tt2yKMhdtCXyvdnJDgqSttY++gjexqg7oiNoKio3Ms7BOOee9T5zhkZ1hagEXvnixQxpsENyOnlYrr8e+9ZO8fJikZr1ary8UQRSgXHKlWSKwgr1qwB+vUzvzMrkCJvHTqolU+Tk+3pSNSniwZ7jn3kEaBJE/Xy669b0+lr9ufrcgFvvaVeXrdO+z0zih0jpYC5dQ8YlDoSg1Lyzuj03fwyUiqmXxl1QIuI0BaaMHoORV7EORaFCqkBcrBuukndtqNqptEnnw4d5BL14t/ngQfsCejExoLL5X8a0sMPqx1D+/YBX35p3L4FQz+f1MhGQ+HCwBtvqJd/+gnYvt245/fGyDnbem+9pQaEqanmVuPUs6rRevfd6vYPP5gzKmSWhx+W56ErFi7UjqCaIZCgtGhR7VIqP/xg7D75wug1MV0uOW1XsX8/0L+/+evdWhH4dOig/V2MG2d8MS19JkR+YPRnE0rHIgdjUEq5mZm+m1/mlIrySy+b0b3TCnHuoh1Vhc0IBFwuYMEC9fKJE8DevcY8tz/ERmfx4v73LFerBohLaL3xhrXVQT0xo8iR6P77gdq11ctmBwcKo9YBdicuTluN08r0VqvS++64Q/2OHz8OLF9u3msZzeWS5zCLa8seO2buawb6uYip0j//bH0HqRmFde69Fxg2TL3855/Wzik3s50wdqy6ffq08XNmzT4e2yHYoDQsTLte6+bNQe8SMSilYAU7Ump1+q5RI6Uis042Zvfi6okNASPn8NWvr24nJgL//mvcc/vCrN7qVq20Afe2bcY9t6+MGKES58keP5573qMdxM4LMxpBYWFqtWsgfxY+sbIDyKqR0pIltVU5164153XMSrsMDwfKl1cvm1ndVpIC/1xuvVWtKZCSIk9RsJLRI6WA/Jv/7DNtCrjZqcniOdzMde31S+sZ3Ylg10ipkkYOGH88M+JY3LGjur1sWXD7QwAYlFJe8jo5BzunNK+DgaeRn/w6Uio2KletMu55fSEe9I0s+96pE9CggXr5vfeMe25fmL2AueKtt6wfZTSiB1v/WX/4YeD7YxQreubFtfasqjxsdlAqdgBt3Cgv6m4FKxutYlBn1gieON8wr7W0/TVggLr92WfmdQJdvKg99/rzuRQpoh0Fsroyt1lLkISFAYMHq5fXrtUW9zOaOF0l0OXIfFGsmLaD1OhCZ3YUOgLkQk6KxERjn9uIdqB4/g+lrA0HY1BKuVmVvhvKc0rN0quXum31WqVmNgSeeUa9/P331jZyzAwEXn9d3d60CZg1y9jnz4sRjYXISHnpCsX//icXPbJTIHPh/FW3rrr97bfWHBfMDkpbtACaN1cvWzWv1Mr0PrEzway1Ac18Pw8+qH6nr1wxfqkLhX6+ub9BkbgO43//GbNPvhLPRUaNlCq6dlU7u0+dAsaPN/b5RWIVcTODuagober+++/LFaqNYleho06d1O3ERPPmbQZ6LBb3b9s2e6Yn5TMMSik4waTvBlt9NxBOT9+95RZ1e+9eY08seTErfRcA7rpLPZlduWJt8Qwzi8u0aCFX0VS8/LK1BY+MaDy7XHIHSLVq6nWPPy4XPrKLFUHOgw+q21u2WJOZYHZQ6nLJn53Cqt57K0dKxZFLo5eJUJjZKRIdrc2IMWuaRrDzzRs1UrcnTrS2MzeQpWx8Va2ads3p//s/84Ju8XehLL9llldeUecrZ2UBL71kzPNKkn0jpe3aqd/bCxeMm7ep/y4HeiyuXRsoV069bFcV/nyEQSkFJ5j0XTtGSkMhfVdcm2vuXOOeOy9mpe8C8tyQe+9VL1u5JqbZgcDYsWqwu2cP8Mcfxr+GJ0YFb3Xq5E6P6tHDvJGovIgj6UZVgdarX187J2jFCnNeR2RFNc4aNdRtq+bKip+XmWmKANC2rbq9cKE5oydWzGlWiMuLGSnYQOLpp9XtzZvldaatYuZIKSAHcMo5Li0NeOEF418D0I6Umh2URkfLAbZi1ixjqopfuqTtOLFypDQ2Frj+evXy0qXGPK9RQanLJc+/VsycGfg+EQAGpZQXI5aEEeds6EdKA51T6utr6zl9pBQAevdWt61M4TUrfVdx553qtpWFM8wOBOrV084tMWv0xh0j06oqVpTX81Ps3w988UVwzxko8TPzZ+1Vf9WsqW6bObdMYUVQKh4z09KsGeESOyfN/LwAoHt3tbPy3Dnj13POyNAG2WY0wlu3Vrc/+8yczyjYY0OTJtoU9/79rSvmYuZIKSDPwRQDOLM6Eq1K31UMGCCfjxTr1wf/nGLnBmB+cK0nFjYzayQymGOxOEf8zz/lEV0KGINSys3oOaVib51+pDTQ9F1fX9vdY5welIo9b6tWaRsXZjIzfRfQjqBYNYIDmLsMh6JIEXXbyvXKjE5zfecdteomAEye7IwlYswiVne04jtpRVBarZr63OfPAytXmvM6domLA9q3Vy8bHVCIgQRgTlAqdv5s325OmrURxwZx+ZoTJ+QAweWS11s1q/MtNVXbTjBjpBQAWrZUt83KCLEyfReQz29ipoQRtRvE9xAf738aeLDEOhsrVxoT9Bk1UgrI80qV31d6upy9QQEzroX29tu+3e/sWeD22w17WbKZLw3Wf/5Rt8W0qKJFA0/fBQJr/IdCUNq8uTpPITvbunkKZqbvAtoCJRkZ1gWm4nfUrEBAnOdm1ZqXgPFzfWJitEWOduwAXn01+Od1qthYdXvPHvNfz4qgtEwZ4MYb1ctffWXO64iseF8iMe3a6LnP4m8qKsr46ruAPAJ5003qZTMKUhkxz/f99+XUfr0vvtCOEBlJX43YinTRjAxzagFYmb6rqFhR3f7mm+DbO3a8B1HLlup3IDNTHo0MlpFtwEKFtB0c4ig/+c24oPT55+VetCNHPN/nzz/lyfO//mrYy5LJjEjfVb4TkgRs3apeX79+cOm7gfRuOn1OKSD3dvbooV42IgUnL5mZ2kaMGUFp2bLasvULFhj/Gu6I82HMSi0Ue3N/+MG8eWJ6ZhQEuv9+7ffvzTfz7xpsXbuq2/Pn5x4lM5pVwdvQoer2zJny8iBmsjooFY8jRmcm6OeTmvV+xGqpc+cCBw8a+/xGHBvq1JE72Z5/Pvdt69aZU6VbDEpLlPDeMR2MihXV9sXVq8Dvvxv/Glan7wLaAm6bNgW/Fq54/hSzaKwSHg707KleNqLdYORIKaBtVzh5dYcQYFxQ2r27nILSuDHw44/a29LT5QPwzTfLvQjPPWfYy5IJjE7fVQ5qR45oD9KNG+edCuLthBTISJsZQakZxB5JK9JBz57V/l3MSN+NigL69FEvf/ed8a/hjhWVA++4Qx3dTk+X017NJknmlOqPiABmzFCXiZEk4IMPjHlup+naVU0PzMgwv1CFFaP2gPw7U44haWm5z8mhTmwEGn18tGp5m5tukqt3AvJvzOjib0a9D6WATnZ27mrwzz5r/PnU7PmkiuLFgb591ctmHLOtTt8FgGbNgDZt1MvBZu5YdczyRlzmyogOX33F62A7q8W/i5XTd/Ih44LShQvlVI/Ll4F77gHuu0/und26Vf5CTZoEVKkiVzh8803DXpZs5k/1XbGcd+XK8kE6r543o4PSs2eNX4TZrgO1kcTRgagobVqjke6+W93+7TdrUnjNTksG5LmJjz2mXp48WV76xkwXL2pTzoxsQBctKleoVBw7ZtxzO0mhQsDAgerlb7819/WsmN8MyKnyYrXrKVPMey3A3pHSo0eNfW6rgtKwMG0nndHvw+hlelwuOYgWq1Rfvmx82qvZlXdF4tzeP/8EUlKMfX67Ul+rVFG3g11Gxapjljfi3H8jvm/6FPFgfx/i45csCe65Cjhjv2FPPSWndDRoAHz/vZye2aqVPC/p/vvlteDatTP0JclkRqTvKr1S4sGxSRP5f6uD0s8/B2bP9v9x3uSHoFQMoHxZqidQ4lywK1fMTysEzC/gpHjoIbWxfPq0fAw0k9h4DgszfukUsUG4das1cy7tIAZvf/1lfBqlyMrgTUzhXbvW3JRyq7NPxGVhNmww9r1ZFZQC5qWmAuatHdukifa7a/T51KqRUkD7PZIkY4PSzExtUR4r1/cUC4HNmBFctXsnjJSKvxMj1vUVjxclSmiD3kCIHZt//CFXrqeAGN/t0bAhMGeO3NN+7JicynbffcC0afJ15Hxmpe8GEpR6S++1soKrN2YcqMXfyt69xj+/XcxeLkIvM1PbW21mI6dECflYpwh2Lk9exMZz8eLG/21vuEEtmpGeLnc65kfNmmmXvjCzM8HKBl7jxtrGnFVLFVjRcG3USM62AeRgYt48455b/F2Z2YmlZ0RjWySmEQbb6BbFxcnTFRSvv25syqKVI6X6TgEjq/CeP6+9bOVI6bBh6nJXWVnAww8HXkVdfJwTRkqN6MgWg1IjvmPduqnnEEkC3ngj+OcsoIz/hv38szw6evGinLZbuLCcEnXvvdaMipC1fOkhd5e+qwSlYhqWO0aPlJrBjEZYp07q9ooV2vVd8xOzR1j0a6yZ3cgU14gz+zMze0QnOlpbFXT+fDnbJb9xubSjpWYUPFGI58C4OPNeRyE25sxa9gKwPn3X5dKu5zxnjnHPrS90ZCYlsAbkTqxQmY/2yivq57xrl7HraVs5UupyaTu+jTxmi52hhQpZOyhTuLA8nU6xciUwdWpgz+WE9F3xvLp5c/CxhPgdK1s2uOcC5O/R00+rl6dPN3795ALCuG9YairwwANymfCUFHm9u3Xr5Mqh110n9z43bpz/1kzL7/IKGnzpfUtPl3vpDxxQr1OCUnGZEHe8BaVmz9nzlRmNsLZt1ZPY1avaeTyhrHBh7WeqL5xhNP1cWTOWdxCJ783MIACwJs2wb19tkYnx4815Hbs1bKhuX7pk3utYPcdM/D6a2UliR/E4cT7mwoW5O6ACZWX6bt++aobD0aOhc5yvXx/o10+9/N57xj23lSOlgHb+5dKlxj2v/rduderrrbcC/furl3/+ObDncUL6btOm6vEyKyv4dX3FkVIjglIAGDJEjnUUX35pzPMWMMYFpU2ayD0xdevKPQSjR8tf4OuukwPTp56SF1vu0sV9eXFyDn8OPL7OKRWXgomLA6pWlbfzCkqtXqg5EGYcqCMi5JQQhVVrlZotIkI7CmxkD7s7+iJHZp9UxQJRu3YFnjLlCzMq7+rpe4BnzjRnPb+CwuqgtFo1dduqY4hVDdfOndWK15mZwE8/GfO8VgalpUtrl18yu9CWkUaPVrdXrQpu3qLIypFSALj9dnV7xgzjnlc8Phcvbtzz+kP8bp04EVjnkRPSd8PDtct3LVoU3PMZnb4LyPsort3LeaUBMe4btn+/XH3yn3/UUTCFkkrw55/yF+Cddwx7WQoBmZm5U3eVhkswI6X5nVisID/NK731VnV77lxzX8uqIkeKLl3UE/fBg8b2vOtZ1Xju3FndvnLF+LlvTiAGUhcumDfyZ/USEXfdpW5Pn27e+7JjpDQ8XFvN26glpqyeUyqmjs+aFTpTNVq10nZ6/PefMc9r9UipOD/2r7+Mq4Js19xkUaVK6vbGjcDLL/v/HE5I3wW0QenGjcE9l9Hpuwrx95CYqB2MIZ8Y9w37/Xfgww+9F67p2hXYtk3bm0Chzdc5peJaWWKnRV5BZygEpWaNDNixULUVxKB0925g507zXsuK5WBElSppF/o2M4XHivVXgdzf71BY59dfjRqp24cPyxVdzWD1SOk996if38GD8oiWGayeU6oQU0iNagBaOacUkOfGKlM1UlLMzx4xkpEFlAC5rSB23FhxzG7eXA0mJMm4asJWjrh70rUr0KGDevnNN4EvvvDvOZyQvgto/4bBTt0yI30XkNPxlXni2dlyETDyi3FB6c03+3a/4sXz30Le+ZkRDVB3I6WKvA5yBTkoza+qVpUrniq++ca81xIbmFb1Vt9zj7ptZmEgqxo9sbHaHvL8WBegShVt4+3rr815HTEotWKJiAoVtNMApk83/zWtPB6KQcvly8Gfry5fBtLS1MtWBBNFimiDa6NGfK0gftZGLKdy5oz2M7QiKHW5tKOlRqXwOiEoDQ+Xi4A1aKBeN3w4cOSI788hTtewc6TUyHoNZgWlsbHa6S5GpbQXIMZ9w6pXB559Nu/7Pf88UKOGYS9LJjB6Tunly9ofpz692xsGpfnT/fer299+a17VSavTdwHteqFmjipa1eiJiQF69VIvf/yxea+lMHMurifid/KHH8wpVGX1SCmgfV8zZphTIM6uhqtYuEySgn9v+mJJVq0t2bevur19uzWvaQSxQNivvwb/fGJaZZEi2jn6ZhKD0lWr/AvaPLGjQ9Sd4sVzT5Np2dL3c66YzmxFOrUnRhVtkyRz5pQqxErBu3fLtSXIZ8adPQ4d0v4IPTlzRr4vFRxHjqgNvEKF5Mp9viqohY4A7Ql57978lTY5cKD62R45Yl5aodXpu3pmfmZWFDpSPPqouj1vnrbxaIbkZHW7WDFzX0sxYICaMn/unDlLw9gRlPbtqwZvFy7IlWqNZlUquZ6+mrYvbRBvxPcRF2d8eqon4nIhoXScF+csz5kT/HxYsRPRyuN106ba+YB//x38czphpFRRvbq8jI/i+HHgllt8K8Zz8KC6Lf6NrCZWST5wIPBpP5cuabMhjBwpBYB27YDy5dXLDz5oTydriLJ+LD41NTRGv0hm9AmyQQNtcaO8ArqwMLVkvlOZFZSKBWb27wf27DHndexQurR2qZHDh815HTtGSsX1Jw8ckBsAZrCy0dO9u9pwliRjRhK8sWOUIS5OO2JlRqqrHUFpTIzcUFIY/dmlpWmX0bFyVCg2VttYDXY+plNGt0JFz57q8S41Nfi/v11BqculDSSMWAPdSUEpALz2mrbDaMECORgXg053nBKU1q8v76/iq68Cex5xlDQszPjPpkgR4JNP1Mt//QV8+qmxr5GPWReUZmcD//4LLFumXTCanMfo9F2RPnWXQalnFStq/17z5pnzOnaJjla3zVrT0+o5fICcGlWxorydmRn4ydOb7GztSKnZ7y0sTFt4y6x0a4UdnQkAMGiQuj1vXvCLtOtZXX1XYWbGiX500srPy+XSrsU4c2Zwz2dXICGeQ1JTQ2e0NCpKu6TK998H93zieaBIkeCey19iO8OIkS2ndXC4XHJGkphynZIiB6veOCUoBYAHHlC3p08PrN0gBqWlSpnTvuzTR1vQ9eWXuZSaj4ILSsPD1X+AXBxCvE78FxEhr1l68qScukcFkz/zSQG5MWzn5HpfmDmn9JZb1O1QqsroCzE1TkynMZLYuLMqFbxQIeChh9TLn39u/AnpwgVtYGhFA1rsRNi2zbzXuXpVWzTFygZdt27q9zIz07jlIQB5KR0xyLUyzVXMTjJ6+ozY+C5WzLqUV4UYlCYmBjcSbFdQWreueh45fVpe6z1UiO25+fOB8+cDfy47K72KwcmFC8E/n9NGSgGgTh1g/XrtddOny0sRuZOVBSQlqZftDkrvvlvNtDtzJrA2kVnLwehNmKBunzsX/NSCAiK41n6lSvKoZ+XK8gGkSBH1sv5fzZpydcPx47W57eRsefXYcqTUXGJQ+tdfwZ3wvbGjUIm4htrixda8plWGDVOD4P/+M35+otjgCQvTFlcyy003qdvjx5s3T8bOkbfwcO1cbjEtNVjiPFnA2pFScSrA118bm5lgV8qlQlwvU5KCS7u2K5AoW1b7GQU74milLl3Uzz0jA/j558CfSzymWN0ZLY4g/vJLcM+Vmak9VzslKAXkoO6ff7THn6FD3c8vPXJE2zaoWtX03fOqeHFtpepAllwzq/Kunv5YyJFSnwT3qz90SB7aP3hQPhkMGKBe1v/bvVtO3R05smAHGaHAzB7Kxo39u38oBKVm/r2uv149uGVlmVOkBNA2LK06gYrpLX/8YV7AbYeyZbXzEydPNvb59YVlrGjAPf20+l3/919zCgEB2qA0Ntb69XrF4jlGpu+KqeSFCllXWRSQK/Aqf8fTp42plKqwO03R5QKGDFEvT5kSeIeJ+Luy+r3cfbe6PWtW6KTwFiokr7WqCGYZLPE9Wx2UiiO+K1bInYmBEtP0AWek74qaNZM7uZVjXUqKdh6kQkzdLVPG+pRqd4YNU7cXLvS/49CqoFR/jP/jD/NeKx8x7le/bJlvS8KY4OzZsyhdujRcLhdq1qzp9b7Tpk1Dy5YtERsbi4SEBPTs2RN/51FpbdWqVejZsycSEhIQGxuLli1bYroV672FAn9OnFWqyD1dIl9GSs08ORmR0mlmUBoWpl2Ow6x5pVYdqEVdu6oBd3o68NNP1ryuVR5+WN1euDD3SFkwxPRWq6rT1qkD3Habevmdd8x5HbuDHHE0YNky455XX+TIyvTE4sW1gcM//xj33HaPlALA4MHq9v792pRDf4jfPatHt7p2VbdPnAh+3raVQa2Yih7MKLydI6WtWqnLFUqSvCxUoMTOjcjI3FWinaBePe1yUQsX5v7OiEFp9erW7FdexKJtkuR/qrWYvmvmEjcuF3Dvverlt96SMwnIK+N+9R07yo0WGzz99NM4o19fzI2nnnoKQ4YMwfbt29GtWze0bNkSixYtQocOHTBnzhy3j5k9ezY6duyIBQsWoFGjRujRowf27t2LQYMGYfTo0Qa/k3xOTI9R2J2+a8T8J7Mbl2IKr1lprlbNsxAVKqTtnf7ww/xVOr1DB+1lI0fd7Gq8PfOMuv3XX8C6dca/ht1BqRh4z5hhXONeDEr1nXNWEKuLGjmH266iVKJKlbQN/0DTru2cB2j0nHexE0ysCG4G8TwaTOVaO4NSlwu45x718rffBv5c+u+RU9cy79ZN3d6xI3fq+9696rbd80kV+t+Jv8cyKzvgn31W3d9Dh4zNUMmnHF5BJm9LlizB119/jQcffNDr/RYvXoyJEyeiRIkS2LJlC+bMmYMFCxYgMTER4eHhGDJkCJJ1Ixnnzp3D0KFDkZWVhVmzZmH58uWYNWsWdu3ahZo1a2L8+PFYvny5eW/OCYzsbQ0kXc3soFQs3hIos0844mLMZqW42jFSCsjrX4opoQsWWPfaZrOqIWJlg6d1a7m6sGL1auNfw+61ZcXCOXv3ahtmwRBHkKxOSQa0x98NG4w7ttv9eSnEpcZSUwN7DrvWW3UnmBFHSbI2FVnsZNm4MfDnsbPQEaANSrdtA7ZuDex57O5Y81Xv3vIxXaGvFL9pk7rtblDBDmFhQIUK6mV/5zBb2dapWhW480718scfm/t6+UBIB6VpaWl46KGHUL9+/TxHLd9//30AwEsvvYRatWrlXN+mTRuMGDECycnJ+Er3g/zyyy9x8eJF9OnTB7cLZc/LlCmDd66lro0fP96ot+Mc4snAyEJHgZxkzA5KjThhmH3yFCtnmjVZXjxQm5nSolerlnYkeP58617bCmKvrpEVa+2cbyamt5pRNdnuBp1SnE9hVAVe8TOzo8Hds6e6/fffgFEdqk4YKQW0n1mg853FQNCIDkt/lCihDayDmc5w4YI2VdDsz0X8bm3dGngwZ+dIKQDUrq3tdAv0M3Bi5V13ChUCnnxSvbx1q/q9kSRtmn+zZtbumzfiHPJPPvGvXWRV+q7ikUfU7eXLgV27zH/NEBbSQenrr7+OAwcO4NNPP0WE2HDXSUtLw9KlSwEA/cVe8GuU637TlZf+/dqJzd1jevXqhaioKCxevBhXrlwJ+D04kj9BqSiv4NFdQ8zuOaVG9OxbGZRmZ5uT4mrXSCkgLxWlMGLRcqcICwNuvFG9/MYbxgWTdgY4RYuq28GMinhid1AKaBuSPkwN8YndDe42beRKqYoXXzTm++iUkVKxUNC0aYHNybTzM4qO1s7xe++9wD8f8TMJDzc/XbxOHbkonyLQYM7OQkcKMcB2V5HWF+JIvZUFzQLRooW6feGCPPcRAI4d036Pmja1dr+8GTFC7fBNSvJ9LXBJsr6t06aNdmqjGefMfCRkg9KtW7di/PjxGDJkCNq3b+/1vrt378bVq1dRqlQpVFQWtRc0u9YDtFXXu7flWhW5Zm56iAoXLozrrrsOV65cwZ49ewJ9G87kTyNXPInkNW/FiSOlVo4KBkr/dw30ROmNnUGpKL8VAnj1VXV73TpgyRLjX8PqoFRcGmbWLON7fp0w8iYGV9u3G/Ocdo+UAtrv4+rVwMyZwT+nEz4vQA7olIbqkSOBFaqx+zN6+ml1e+fOwDNHxGDCqurcYjAnFsjxhzjiZddvRFxeK9A0cCcE176qWRN44AH18htvAJs3a4OnSpWclYZcoYK2iNBLL/lWs+H8eW0bw4q2jsul7eTMT3UzTODwX4t72dnZGDZsGOLj43PSaL05fPgwALgNSAEgJiYG8fHxOH/+PFKuVbW8ePEiLlyr6uXpccr1SYFW+gsF/vTU5lUFNNCRUjMDFSPmDZl98ixeXDuaaMa8SzsKHSnE+SHz5gGXL1v7+mZq2RLo0UO9PHGiMc9rZ/ru7berPb+SBPzvf8Y+vxNGSjt2VLe/+86Yv7cTGqodOgB9+qiXP/ww+Od0ykhpmTLaNQyffdb/gkd2j2bXqaOtkvzee4E9jx2/IXFEMNCMl2PH1G27fvtGFMyy+3vkr/Hj1XXDMzOBhx7SBqVOSt1VvPmm+lmdOeNbEUixnRMRYU/BOfIqBH4tuU2aNAnr16/Hu+++ixI+BBWXrh1YinhZYynm2pdbCUovCQcjT4/TPyYvDRo0cPtvvxkjX8EINH1XTOvL63m9XScKCwOOH/d9H/xlRGqNFT26YmBj9LzLS5e0PcJWjx4PHKiuf3bmTO4KgKFu1Ch1e948Y0a67RzRCQ+XUz8V330HHDhg3PM7YeTtnnvUv+v+/XKl4WDZXcRF8dBD6raYIREosRPJ7lTF//1PnZd57Jj/I8FO6DgYM0bdXrZMHjH1l91B6fbtgY0IiccRZXkWq4l/r82bA5s3b/eIu7+KFQO+/FK9vG6ddr1ZsdiiU5QvD4hZkkeO5P0YMSgtXdq6z0aMIfJbZqXBQi4oPXz4MF566SV07NgRg8W1ycg4gRY6Eos05PW8vjK7YeCExaB9cfPN6vayZcaOJooN07Aw6wOBhARg6FD1sllrsdqlWzdtA8voZVTsaPQMHKiuW5eVBXz0kXHPLX4fy5Uz7nn9UamSdt3ITz8N/jmd0lAVg4dTp/xf588buxvg1appRxrFkTdfOKHjoF07uQCcYvdu/5/DjqC0a1f1b7ZnT2DLX4hBqV3rYnbpoo7AJScDHpYL9CrURkoBoFMn7WXxPGXE0nlmEIubTZ2ad0eIWP/FyrVju3dXt2fOtDfTyeEC/7V06RL4P/Fk76dHH30U6enp+NSPRkLstZPwZS8N+dRrI0VFr432xQonbk+P0z8mLzt27HD7r4ZdPYKeOK3QkZmMCEqtaLy0a6eORF+5Asyda9xzi0FAqVLmzuH1pEkTddvIiq5OOPi7XNrRZyPmlNj9vgoVAsRluIzq/b10SZsyZ+f8ZnFEcdYsbUM/EE5pqDZsqFaWTUkBXn/dvn0xg3g+/vNP/4JuJ4yUulxyR50ikEKKdgSltWrJqf2K117zr9iUJDkjKC1aFLjjDvWyr0V0RE7pgPJHRIS2M8SoquNmGjZM3d68Oe8Obbs+F7FY6q5d8pqw5FbgR93ly93/W7HCt9sCNG/ePBQpUgQjRoxAp06dcv7dddddAICjR4/mXHfiWmO78rXelCMehvdTU1ORnJyM4sWL5wSYcXFxKHZtjqSnxynXV6lSJeD340iBFjoyOigNCzO/LL8RvWVWHNwiI7Xzpb77zrjnFkcT7AwCFGfOGBd0nTunbuc159kqZ88G/xxOaPSII25GzfsW06tcLnuLa/Tpo47UpqcDs2cH93xO+MwAuZDL88+rlz/8MH81ksRgJjERaNXK99FGJ4yUAtqgdNky/x9v17xsMa1/61ZgyhTfH3v2rLZDyq6gFNAW/lmyxP/CTU7pgPKHyyUfC9ztr5fVLWx1/fXaqU15FaWz6xhcrRrQvLl6ecUK6147xAT+azl4MPe/xx6Tv9B33imnPGzeLP/79VfgrrvkoOWxx4Kef5ScnIwVK1Zo/q1duxYAcOXKlZzrlKVa6tSpg8jISJw+fRpH3fT+bLw2obtRo0aa6xs3bqy5XZSRkYHt27cjKioKtWvXDur9OJqRI6X+Pn9cnHzgEJcxMFqopO8C2oW9FywwJrgB5JLqCjEdxkriSOnWrcCiRcE/Z2amtnFmZ8B97VgCQD7xG7nerF2N5/Ll1e0VK7QBZaDE+eOlS2vXebVaRIQ2q0ec6xoIJ4zCKcaM0aZfi2sVhrqRI4Fbb1Uv794tL8vgy8iPUz6jAQPU7enT/f/uicc9K9fJbNoUuO8+9fIHH/j+WLFdGBdnbxGatm21y3hMnerf453SAeWvHj2AL77Ifb1YHM1pxCkeeWWz2Pm5iJ0sgVZ1LgACP+pWqaL999df8iK2c+bIpdh79wYaNZL/3Xor8P338m2ffAKsXBnwy0qS5PbfwWs9WTVq1Mi5ruq1Rd6jo6PR5VpgM9NN4YNZs2YBAG4VT2SQ1yIVbxfNmzcPV65cQbdu3RAVFRXw+3GkQOeUBjJSmldQCgCTJnl/3mD4G5S66zG06uDWubNaLTgzE9i2zZjnvVadGoD8W7ZD8+by3EvFyy8HP1p6+rT2Oexc/mfUKPX3sX9/8CPddqfvAkCvXmqD4OpVYyq5OmVpIoV4bA92PWqnjMIB8vsSA4YlS4IPup2iSBG5rfHKK+p158/7lqHllM/o7rvV7//Vq3K7yR92VrB+/HF125fiMwp96q6df3+XS1vnIBQLZgVq6FBgwgQ5O6tWLWDDBjnl36lq1lS3P/9c28muZ2dQKs7LTU+39rVDiHG/lgkTgBtukBsqnvTsKd9nwgTDXtZXo65VwBw3bhz27t2bc/3q1avx2WefIT4+Hg+IKRsAhg0bhri4OPz666/4+eefc64/deoUnnnmGQDA0+K6YvmFlXNKfQlKlVLlZvA3KLUzBTQ8XLuETaBl9/WcMFIKAGPHqtvr1gG//x7c84kjd7Gx9lYGrVlTu67auHHBjZY6oSc+MlI7wmbEPGenBaXiaM2SJcF1BjjhMxPdcov2si/r/IWKsDB5rqxYIM6XOcFOSbuMjJSzyhQff+zfXHs7g1LxHHXxIrB+vW+PE7MkzDzn+6pDB3VbnAbiC6d0bgTqqafk79Du3dq0Uyd66CE1G+DyZfl34+k47ZSgNNClhgoA4466//6rXW/Qk/LljV9s3QfdunXDk08+ibNnz6JJkya47bbb0LNnT3To0AGZmZmYOnUq4sVFkwEkJCRgypQpCAsLQ//+/dGlSxcMGDAAderUwb59+zBq1Ch00lcsyw8C/bHmdRL3NyhVClb4Mp9B/9y+Nij8nVPqLii18uBmRm+bE0ZKAaB1a+0C7MEWYHFagPPii+r3ct8+YMaMwJ/LKXNlW7RQt42oCC02TJ3wmd15p7q9bl1g8/sUTmuo6gvqvPGGfftiFjE74swZ7/eVJG3gZ3fF0REj1JoKZ874PlonSfYGpdWqAQ0aqJdHjPDtXCV20uVVyd8K4m80M9O/DqlQHilVFC3qjONUXkqUAN5/X708b57nisl2BqViEamlS6197RBi3K8lJkY+aXurLJmdLfeaWVmKWfDBBx9g6tSpqFevHhYtWoTVq1ejW7duSExMxG233eb2Mf369UNiYiJuuukmbNq0CX/88Qdq1qyJadOmYfz48da+ATuYnb7r7fuijJRGRWlPcu7o5575Or/V35FSZZ9EVh7cxHRCf5c78MQpI6UA8Oqr6vaGDcH1KDotKK1VSxvkJCYG/lxOeW9ih9GJE3k3/PPihOVgRM2ba8v5v/VW4M8l/m2csmi7OBr3zTfGrKHrJGJAltdI6YUL2uONL53sZipRAujbV73877++PS41VZtqbnVQ6nJpl4jauBF49tm8HydW6rWjAryeeFw9d86/47XTOqDyu3vv1c7/nzbN/f3sDErF6YHr14dGdWMbGBeU3nSTPCdgxAi5zLzepUvAww/L97npJsNeVlG1alVIkoR9+/Z5vd/gwYOxYcMGpKam4vz585g/fz7atm3r9THt2rXD/Pnzcf78eaSmpmL9+vUYNGiQkbvvLE5J3xUr7/74o5xS4kmgQam/HSTuglIrtW6tbv/0U/DPd/GivBabwu5K0vrOh2CWh3FK4CaqVk3dDiZ91ynvrVkzNcC6fDm4oA1wzvsSPfecur1oEfDPP4E9j9gIsTvgUbz8svZYuXmzbbtiCrHIT14dJv/9p25HRtpb+VkRyHQNffAtPodVOnUChg9XL3/4Yd6dAuLx0AlBaZUq2kDn3Xd9f6yYCh9KxRRDlcsFiG1yT791ccTe6hHsBg2065UbuaxfPmLcp/K//8nVEr/6Sh5tGThQPpk/95y8XakS8OWXcjrN//2fYS9LJnBKoSPx+a67Tp6L3KqV+/vqg1JfDzj+njB0Kd4ArO1xu/tudXv58uB728TU3cKF7S0GBMgjweJnt2FD4M/lxABHXENx4cLAU16d8t5iY7VB20cfaRv3/nLK+xJ17gy0bKle9qeiqMiJQWmhQnIxQsWECcZWhrabP0GpeCysVMkZI1zi+cnXUWwx+Cte3L7lPMTfSXY2sHix9/s7baQUkKtUK+bP971jwIm/9fxO7ETasAE4dCj3fcRBK6s74F0ubRVjTynGBZxxQWnFisDq1cCNN8ppMD/9BLzzjvzvp5/k67p3B1atcsYkdvIs0JOx0UGpP+uaWjVSKs7BskPr1upomyTlfaLPi5i6W6mS/fNfwsO1VXhfeMF7irc3Tgxw7rhDnat25EjgFWudlOb62GPq8jBXrwY3F1icU2r3+1K4XMAjj6iXA6167dSGqvjeVq2SM5p8zZBxQhVob8SgNK8ltMSg1O5pDAqx2M68edp99MTO+aSi6GjtslEPPOC9E1WcjmL3fF6FOGc+O9v3Og5i1WEn/dbzs44d5TgEkD+nF17IfR8xBb5uXWv2SyQGpcuWyXERaRjbAq1aVe5N2r8f+PprefT0f/+T87v37ZPXVhTT18j5/BkpNbrQkbvn8zUoNWukVDno+bJPZnC5tAfTYKu4iaNaTmmIiZkUmzfLy0kFwolBafXq2nl8f/4Z2PM4qSBQkSLaucDTpgVeyVWc+uEuK8EuYoAc6G/OqUHpAw/I64grvvxSDoB8oV9GxilzZRXiKKE4EueOeCx0Ssf5TTep6xtmZ8uZaHlxSlAKAK+9pm6npQHXX+++IZ6Wpp2OkseUKsvo2xXCyg1eOfW3np9FR2uLtf3wgxxziMQiq/XqWbNforZt1XT6jAw5XiINc4ZFqlWTF1B+9ln53/33axeOJWdzypxSf0bt9Pf1daTU3yp/pUrlTvsI5fWuxIIYds+XVTRvrm0kv/RSYMvfODEoBbQp6CdPBjba5LT3NmSIup2VFXjBI3FU3CkpfIB2xO3AAf8ryGdnazsSnNRQdbnkYEcMvH/4wbfHiily8fHO6kgAtEHF8ePeOxScOFIaHq5dSmrnzrwf46Sg9MEHtenhx4/LjfKxY7W1DGbNUoPV2Fg5o8QJihUDmjRRL48bl/djsrKc+1vP7+6/X+74UDz1lHp+lST7g9JChbQFj377zfp9cDjzcvX27pXTeffsMe0lyCRWBqXeUjP9GSnV31ffw+mJv2lCTpl3qfBncfJQMm6cOsqRlCSnFfpLbBjY/ZmJxGyRnTv9Xxrm0iVt49oJQWlEhPa3Gei8UqesE6nXuLGaoSBJ/hd0OnVKO1fTaQ3VIkWAYcPUyz/95NtvTgxKq1Y1eq+C16KFOkXjwgVtVVg9J2aNANrRZ186IZ0UlALyGqvifmRlAa+8IneCdO8up1ReW/cdgNwhaeea0nqvvKJu//ILsHat9/ufOqUdlXfabz0/Cw8HJk9WL+/erZ4rjx7VZuLYkb4LyGnGioMH7dkHBzP2rH/1qpzHXbKk/IHfcIP25P3tt3K1xvxW4S+/8Wfkz8wlYYIZKfUl2OzTR36crwEsII+s6k+YVo+Utmmjbn//ff4qTKKoUUMOBBT+jrylpGhTSN2lXdulRQvtMiOPPupfEHfypLrtcjmj4QkATZuq248/HtgovlOD0vBwbUEnf9crFdP5ihbVFrxyigceUAOg7Gygd++8O5WdHpQWL65Nl3/rLW1nlUhf6MgpxGweX9LinRaU3nCD3LH4+OPa669ckWsi1K+vZn4ULgw8+aT1++jNbbdpj20jR3rvrBd/63Fxzvyt52f6EVClQNju3ep15crZt763+Ht2+px8Gxh31k9Lk8uAv/22fGDp2TP3H7xLF2DLluAWjSdr+fOjCaQRmZHh+TZ/Ch3pA+K8Kg7+9BMwfbq87U8Kb2Skbevs5rjnHvX9nTgB/PGHvftjFjFl8rvv/HusOIJcqJBcGdwpXC65N1dZ8ujsWe0oVV7ERnXp0v51qphJXLd52zb5XOAvpwalAFCzprrtb0dQKMwxq1IF+PVXtUPv3DntHC13nB6UAsDo0erUhAsXcgdHgDyyJX5GThoprV1b3V61Ku8OOqcFpYB8rPvwQ2DpUjml15Onn5Yr7TuJy6U9tq1eDfz9t+f7s8iRvaKjtaOgTz8t/y/OZbYzc0o8rzEozcW4s/4778hpDUOHynNu3OVKly8v94oFWzGUzBXokjCBFDryNpriT6NUH5Tm1VC/4w61oRJsUGr1SGnJknLvrSLQCq5OJ647NncusGaN74/VNwycFuDUqAG89556+c8/5UXvfeG0+aSKTp2Ahx5SL48d6396kpODUrGj69QpYN063x8bCkEpALRvD4wapV6eM8f7PMxQCEpLltSuMfnzz8D589r7JCVpO0jtXq9Z1KmTOt83I0Nes9sbJwalis6dgc8/d79cR+XK2jReJ+ncWTtaKlat1wuV33p+5XJpMzSXLpWzIMTft13LJAHatqo4r5oAGBmU/vSTfFCZPFk7502vTp3g1rEj8wU6pzSv4Mzd7d4KGgQzp9TdQad8ebnXWb9ocagFpYCc8qlYsiR/psTfead2dMqfIEAMSp2UuisaOFB72ddKvGLFUyeNAANy56TS2ZORkbv6YV6cHJQ2bao2MjMz5blvvnYkiA1VcZkMJ3roIfWYlpqqnVOnJ3Y6ODUoBeTUZIUkaeeWAdrUvsqV/a/KbqbwcDk7RqFk+Hji5KBUUaWK/FvfvVteU3LjRnnbaYWyROK+id8XPfG37tRzT37Xu7f2N/zvv84JSsXCWbt3c16pjnFn/YMH5blSeY1QFS6cu5eSnCXQ9IJAgrN69YApU+Tqnfpg0ej03S+/lA8CYvUzd4/1Jj5eTbu0U4cOcpVahS9LBbiT1zIJdnK55MwKxYwZvn8fnbi8g158vHb+y/33+1YYTjy5OuG7KIqL066tOHNm4GteOi0ojYiQ53Ar+3XwoFwZ2hfiyIqTUkPdqVpVXqtU8csv7u8nSdr35eSg1OXSfp+2btXeLgYZdepYs0/+uP9+dXv9eu16i3qhEJQC8mdSu7Z8Hmva1PtghhOIa5a+847n5WH27VO3nf5bz69cLm1QOngwsGiRetnO71rNmtrzvr7dW8AZd9aPjvYt2Dx40HlrmZGWePL2VogICD59F5AD0ilTtIVtPN0/mJFSXwNab8qXz31As2Ok1OUCBgxQL3tblNwbsXHmxBGcW25Rt1et0q6H6U0ojJS6XPKansrJ89IlOXPA2zxrwNmjiYDcS61Ytgz4/XffHqc/1jjxvXXooC14NGmSPPcyL2IRHSelhnoiLsl06JD73vwTJ7RLSjn5fYWFyTUtFKNGaaeOOD0obdhQO8LyzTfu73flijbd2slBaah57jl1LuKVK8CYMe7vt2OHui12qpK1xOP0iRPaDAPxWGCHPn3U7V9/tW8/HMi4s36TJnIahthLp3fwILBpk3YdIXIef4JSUSDpuyJ9xVx3xUSCGSn11Mj1p/FbrlzuThU7glJA2xMYyDqeALBypbrdvn1w+2OGBx6Qi6Ypxo717SAeCkEpALRsKVclV2zZAvz1l/fHOD0ofeABbQP6ued8G5HXz120M8XKm5dfVrezsuQaCnkRRxSdHLwpWrTQFhobMiT3/H8xkCtRwtmpl4A8h1v5vezdq13yxulBKaAdLZ050/199OnkTll7Oj9ISAA++EC9/Ouv2vMnIP9GxGyXBg0s2TVy4+mntXPJFaVKAU88Yf3+iMSgNDHRt47NAsK4Fs2DD8rzNAYOdF8dLjlZLoKUkQEMH27Yy5IJzBopzYsvI5a+Bpb+BKX+jJRGRTknzUhM3TxwwP9KbkePakdAbrjBmP0yUliYPCogFvTxpRJvqASlANC3rzZQmTbN+/3F36RdHSLehIVp5/Dt2CF3eOQ1mi8ubB4b66y1ZUVRUdp9+/577/fPzNR+H0MhKFWqpSpWrNCm9ALyGruKUGh8N24MNGqkXhYzu0IhKBVHd8RiZ9448fgQyu68E2jdWr2szwLZu1ftTA8P11ZOJuuNHq3N3AHkiuJ2L9PTsqV6DsnKyr8rKATAuKB04EA55WfpUqB6daBHD/n6VavkXoGqVeUT2333aVPyyHnE4M2fOYeBpu964i5YDCZ914iRUiD3iK5dJ/527dTtXbv8P7CJvbxVqjh37mVCgrZBPHdu3uv1iUGAU9+XqFcvdXv6dHlJFU+cPlIKyB2Q4nq6q1fLnQNiWX49cZ5c3brOblCLo1Yffqgd7dY7dkx7HA2VeWZ33QXcfbd6eepU7XJEYlAaKmmKYoeisv9pafJnpHBqICHueyBrAFPwXC7teVc/ACOm7taq5dt66WSuzz+XB82GDJELsooV4u0SFqatbcIU3hzGtmi++05emy4qSq0kuXevvDyMywW8+aZ8YiNnC3SkNNj0Xf3t/lTf9WVJGF8D2rw45URTr572wPbaa/6lW4vVXp2Yuiu66SZ1++pVuRqlp5FhSdKOgohpiE71+uvaRqe3qrVGZieYpUgReekv/ahTy5aeq6+LQal+AXSnefVVoFo1eTsrS+5s9bRkkZi6W7q084pTeeJyyXP9lVEFSdIGb6EYlHburG6/9568RrA+5TUhwdp98pXY0ZqezjUO7SJ2Kv3wg/b3LQaloZA9UBCUKSMHplOmyDUbnNLZKabwLljgX9stHzO2ReNyyZO/jx+X1yz96Sf5R7tyJXDyJPD88875QpBnYoDnT1CaVxqsv0Gpu/t7aoTrg1Cz0ncB58wpBYAXX1S3N2zwLbUVkEcHZs9WL998s7H7ZbSWLYGRI9XL8+Z5Xp9V/53NqyK4E5QsqU0z+vJL+TNyJxRGSgE5MF21StspsGePPEfY3XEllILSmBh5vUuRp6BULHIUKqOkishI7bJDYoGdUAxKR49W575euCB3lIvFmgDnTM/Q0wfLW7bYsx8F3X33qQWkLl8GJkxQbxOPYQxKyRuxmvOlS7mPQwWUOS2a8HC5mNGAAXIOfrt26ujSqVPaqljkPHbNKQ1mpFQfhPoTlPpaUEU5+Tih+q6iVSugf3/18jvv+Pa4335TU2BjY4HbbjN81wzlcskjG2Kaq6egVJ9y7m+ng1369VO39+zxXIwhVIJSQC6A8++/2nV1t28HHn88931DKSgF5GJON96oXv7lF/ejV6FWeVdPTFWeNEkuxHX2rNzRrAiVoDQhQe4cV3z8sXY+qcvl3E6s+HjtfMY5c+zak4KteHFtB+n+/eq2uP6tU+fEkzPo2yUcKQVgVlDqzn//yQ2RatXcV8Qi57B6SRhP/JlTqg8s3aXYenqsr2Xzn3rK/XPbHRg8/bS6LTaAvZk3T92+9VZnLRbvSViYnOaqOH3afRCg/86GSlA6YIB2vsuXX7pveIpBdyhknpQsCXz0EdC9u3rdJ5/IS40orl7VVrENhaAU0HYkJCa6/7zE+c9OTQ315pln1HmW2dnyXNPNm9XbY2O1hcic7vHH1eJn6enazq3ISGf/psTOQwal9hEDznXr5MEWPSd/j8h++s4vdwViC6DgWtPZ2XLlwUGD5PS/QYOAH3/UNgr/+w8YNkxeMPaTT+Qh6r59g9xtMpVdQanZ6bue0rL8bVBFRmov273urlhJ7uJFz4vdnzolp9Tfe682Da9WLXP3z0ji3zolBfj009z30Y+U2t1p4CuXS24gixVCf/wx9/3EOZmhMF9WoV/G4sUX1ePH2bPaY02ojCgOG6b9vNwVrBC/j6HSQSKKipKLbynH2KNHtdMEYmJCqwEeHS3PLVOIi9fXrWv9/vhDbDtt2eJ+/VgyX9eu2uy/u+5i8SnyT3y8XBRWkVcV9wIi8NZaZqZcYfe+++QG7sKF8v/33CP3+APA11/LaT1Tp8pLwfTpI69TOmuWQbtPpsiv6buxse4fK86Z8oV+PT67Rz/q1ZM7fRRPPKFtCF+5AkyeLPfu3nVX7nmn4pqSTle9urZYybPPyvN6RKE6UgrIDZ2hQ9XLGzfmHg0O1WIaxYpp03a//15eOsZdhe9Q6UgICwNuv129PGMGsG+f9j6hHpQC8jQBcZROrMLr1HRXbxo3dn/9k09aux/+ql1bm0XA0VJ7VKmizfhbtozT0sg/LhcweLB6ecoUFi9DMEHpxx/L1RUjI4ERI+S5Jv/3f/Jah3PmyNcNHSpXtuveXW5c/fyztleZnMmfJWHMHCn1JyjVN4yio3On2XoKSv0tbNGokdqoKVYM6NjRv8cbLSxM7gBSHDmiHuDmzZOD0Ucecf/YN95w/nxSPTGoTknRLlYO5A5KQyXAUbRqpW7v3Qt89ZV6WZJCs8CM4q235KJViqlTQ7+H+J571PT3tDS581WcW6asWwiEblAKaLMUxOrQoRiUDhiQuy1SooR2CRynYgqvMzz+uHZ5wwkT5AKfilCYEkP2GjRI3d6/X9vZV0AF3lr78Uf5BLtihZyW++ijck/RihXA8OFyCWZA7k1asCC0RmMKukCr7xo9p9Td8/larCgsTF4bV+QpKPW10JH43Bs2yAU/9u3L/Tp2aNpU+7kNH66uheVuTc+HHgL+/ht4+eXQSr0DgHLltOmdYkAOaFPawsNDr3HQurW24fncc0Bysrx99Kj28wy1oLRIEWD+fO11v/0W2kUeatYEpk1TL+/cKS8Zo8gPI6WAnBXl7lgRCusA60VHywGduGRRr17OWe7LGzGF96+/OBfNLi4XMG6c9jplKbKYGDmTkMibypW1nXr65akKoMCD0n//Bdq2lavs6o0ZI/9ft662CAuFhlBM39X31rtcuRuAMTHuH+tvUKq8Xrt2zpnTFx0NjBrl/T4tW8odRFlZ8lzMNm2s2Tcz3Hefuv3hh3JnmELcbtYs9xzgUPDRR2onytmzchYKoE3dLV8+dyp5KEhIkNOuFTNnaitIFy0aeqNvAwbIc7UVU6aox05xzdxAjjVO0b69dl1kQD7OistShZJq1eRK0HPmyB3rH39s9x75pnlzOUMHkL9jYrq4flmJUO4ECQX167uvyfDkk6y+S74RO83F83sBFXgUkZLieYRIWVTc07wNcrZAg1L9CVC/SLyV6buAPI9Z5KlB6ClYDTXvvANs3apd7xKQCzlNmSKnFt10U+ils7rzwgvqPNrsbGDgQHmtL0AblNqdWh2oChW0gZuSwhuq80n1HntMHvFWiGlvQ4eG5ndUnC974QIwdqxcVfj339XrQ/2c+OST2s9m7NjQHhEqVEhOt374Yc+ZNE4TFqZtyIrnaDFLpESJ0MsSCTUREXLGkbhsUliY5+kyRHodOqjbL76one5RAAV+5pckz71wSuDg1EWoyTt/glKR/vsQF6e9bERQ6mv6rsulrUrrjd3Vc43UsKFcAfTff+XiY5s3y3NMhwyxe8+MFR0N/PCDevn4cWDpUvn7mpioXh+qQSkgF6VSKKNtGzao14VyUFqxojxqr+9MioyUlyAJRddfL1ehV7z2mrxkzIUL8uXo6NwdRqGmSxd5ZG7hQrn6a6iOkoY68VwrpoeLa2bWqGHd/hRkJUvKU0h27wYmTpRTqitUsHuvKFSMHau2fXfulL9DBVgIdkeT6XwNSvWVwvQNTDOCUn/Sd8WRGG/yU1CqqFsXuPFGeWQmv6ZwtWihnT4wc6Zc3fvsWfmyyyUXXgtV4ndakuR1PRcvVq8L5fcGyIVmxErsYWFy2nL58vbtUzBcLrlok7KmJ6AdJe3dO3RG47ypVk0+trBooX3EY4OSIQJoU3kZlFqrdm258n0oT4sh6zVpoq3C+/LL2mXfCpjggtKvv5YbvO7+uVyebw+1+UIFjVFBqTLvxYj9UPiTvuvr/C198Eyho317dfvbb+VAVdGqVWjOuVRUqqTtcb/1VuD0aXk7LEwetQp1ffrIo24ffggcOCCv+xnK4uPl9+OOWGmRKBjisjBLl6rbHCklCj3vvqsuTZiWBvzxh737Y6PgglJJCuxfKFdaLAh8XRLGjpFSf9J3Gzb0/nqKUCyEQ7IXXtCOTImeeMLafTFaeDjw+uvq5e3b1e0WLfLPCP+NN8rzMcWKyqGsalVtGi8gLx0RynMvyVl69lS3xdF4BqVEoadECbnqvuLECfv2xWaBB6XZ2cH9I+fydUkY/W3u5oeJ/A1K3d3fn5FSX9MAQ2EZAHKvRAl5bqK+A6R0aW1F11DlaXSte3dr94P8M3068OCDcqXh66+Xl0gLtaWXyLl69VK3//1XLXDEoJQoNFWsqG7/3/8By5fbtit24pxSys2o9F1/07SNnlM6ZIia/uhtaSJ9UJpf52DmV9WqqdVpFR06hPbyG4pChdyPiOaXUcX8qmRJORA9exZYt873+e1EvqhWTbvG6po18lrGynx6gEEpUSh58kl1ulF6ujy15d9/bd0lOzAopdzMCkr9XebBn6BUf9/wcLn68+7dwMaNcs6+J/qgNNSXbSiI+vWTq/Hedps893LsWLv3yDjDh+e+Lr8sY0REgalUSd1OSZELoSmio9kRQhRKatcG5s1TO9MvXgQmTLB3n2zAoJRyMyoodTfP0xtf0tt8DWyV1OGYGKBpU+/PrQ9Kr7vOt9cg53C55CVUfvkFmDtXrj6cX4wbJ/eaKpo0yT1nkYgKFrFjKjVVHl1RxMYyXZwo1LRrJ0/7UHz/PXDlin37YwMGpZRboEGpPmD0d6Q0mDml+uf2Z56o/r7R0b4/lshshQoBP/8MrFwJbN0K/PNP/ilyRESBKVJE3b540b79ICLj3H23up2aKq93XYCEZFB6+fJlzJkzBw888ADq1KmDqKgoxMTEoHHjxnjjjTdwSVy3S2fatGlo2bIlYmNjkZCQgJ49e+Lvv//2+nqrVq1Cz549kZCQgNjYWLRs2RLTp083+m05R6DVd/UBo7t5nt4EE5TqK7D600vMQkfkdGFh8rqkDRv6nwZPRPmPOK+8gBZFIcp32raVq7UrPv7Yezs8nwnJ1s3333+Pvn37YsqUKQgPD0fv3r3Rvn17HDx4EK+++iquv/56nDp1KtfjnnrqKQwZMgTbt29Ht27d0LJlSyxatAgdOnTAnDlz3L7W7Nmz0bFjRyxYsACNGjVCjx49sHfvXgwaNAijR482+Z3axNfqu3aMlHp6jo4dtZc3b/b+WiIGpUREFEpuu03dTkwETp60bVeIyCAuF/DGG+rlS5eARx4pMIFpSAalERERGD58OHbu3ImdO3dixowZWLBgAXbv3o2mTZti165deOqppzSPWbx4MSZOnIgSJUpgy5YtmDNnDhYsWIDExESEh4djyJAhSE5O1jzm3LlzGDp0KLKysjBr1iwsX74cs2bNwq5du1CzZk2MHz8ey/NjD2Wg6bv6IDLYOaX65/f2HPqUW6WKmS/0QSmXLCIiIidr2VItdpSdDcyYYe/+EJExmjbV1pH4/HNtWm8+FpJB6aBBg/DZZ5+hXr16muvLlSuHjz/+GADw888/I12Y+P/+++8DAF566SXUqlUr5/o2bdpgxIgRSE5Oxle6ZSW+/PJLXLx4EX369MHtt9+ec32ZMmXwzjvvAADGjx9v7JtzAjEolST3waFymyjY9F39UizugkNPz+FyyWkOgBwMv/ii99cS6YPnAtIjRUREIcrlAu64Q7387bfqdn5YDouoIPv2W3mNa8WMGQUiGyIkg1JvGl9bzuPq1as4e23NrrS0NCxduhQA0L9//1yPUa777bffNNf//vvvHh/Tq1cvREVFYfHixbiS36pj6VNkjQpK/Z0L5y449PQcLhfw8MPy8i+HDgHVq/v+OvpgODPT98cSERHZ4dFH3Z8Tu3Sxfl+IyDixscCSJdrrrl61Z18slO+C0gMHDgCQU3wTEhIAALt378bVq1dRqlQpVKxYMddjmjVrBgDYunWr5votW7ZobhcVLlwY1113Ha5cuYI9e/YY+h5spz/JeUpnNXqkVM/fkVKXS057KF/ev9fR40gpERE5XbVqQN++ua9/+GHr94WIjFUA1yPPd0HpxIkTAQA9evRA5LW1Kg8fPgwAbgNSAIiJiUF8fDzOnz+PlJQUAMDFixdx4cIFr49Trk9KSjLuDTiBUUGpPoXIiJFSb0GpURiUEhFRKLjpJu3lxo2BNm3s2RciMo7LJa9VqvwrUcLuPTJdobzvEjr++OMPfPXVV4iIiMDYsWNzrleWiCkiruulExMTg+TkZKSkpKBo0aKaZWU8PS7mWi+GEsjmpUGDBm6v379/P2rUqOHTc1hCHzx6CtL8rb7rb+DoT/qukbjoOBERhYIePYDISDm1r0oVufHKcxhR6HO5gIED7d4LS+WbkdJdu3bh3nvvhSRJePfdd3PmllIAfCk45O56fRB5baQ6h78nSn+q7xp5Em7d2rjnIiIiMkulSsDu3cCyZcCePUD9+nbvERFRQPLFSOnRo0fRo0cPnD9/HqNGjcKTTz6puT02NhYAcPnyZY/PkZqaCgAoWrSo5jHK4+Li4vJ8TF527Njh9npPI6i2CXSkVL+0iv6yv6Oc7ioImhWUzp4N3HefnB5x222A7jtERETkSFWqyP+IiEJYyI+Unjt3DjfeeCOSkpIwZMgQvPfee7nuU7lyZQDAkSNH3D5HamoqkpOTUbx48ZwAMy4uDsWKFfP6OOX6KvntZODLeqHuru/WTa16269f3oWP8nKtUJWGt+q7wbj9duDsWeDAAeDa94WIiIiIiMwX0kHppUuXcPPNN2Pnzp24/fbb8cUXX8DlJjipU6cOIiMjcfr0aRw9ejTX7Rs3bgQANGrUSHO9kgKs3C7KyMjA9u3bERUVhdq1axvxdpzD1wBPH5QWKgRs2gQsWiTPa9EHkPq0YHeGDpX/L1YMeOCBwPctEFFR/gfOREREREQUlJANSq9evYo+ffpg3bp1uOmmm/DDDz8g3EPQEx0djS7X1u2aOXNmrttnzZoFALj11ls11/fq1Utzu2jevHm4cuUKunXrhqioqKDei+P5s05pXJw8Ylq4cGAjpZ99BvzxB7B1qxyY6lkxpxRgcEpEREREZJGQDEqzsrIwcOBALF26FO3bt8fPP/+Mwvr5izqjRo0CAIwbNw579+7NuX716tX47LPPEB8fjwd0I3PDhg1DXFwcfv31V/z888851586dQrPPPMMAODpp5826m05R6Dpu/rHBTJSWqgQcPPNnlNozUrfdbcfRERERERkupBseX/00Uf45ZdfAAAlS5bEI4884vZ+7733HkqWLAkA6NatG5588klMnDgRTZo0Qffu3ZGeno5FixZBkiRMnToV8fHxmscnJCRgypQpuOOOO9C/f3906tQJJUqUwOLFi5GcnIxRo0ahU6dOZr5VexgVlAY7p9QdjpQSEREREeUrIdnyPn/+fM62Epy689prr+UEpQDwwQcfoEmTJvjoo4+waNEiFC5cGN26dcPLL7+Mtm3bun2Ofv36ITExEePGjcOaNWuQnp6O+vXr47HHHsOgQYOMe1NOYudIaV6sCkrdVf4lIiIiIiLDhWRQ+tprr+G1114L6LGDBw/G4MGD/XpMu3btMH/+/IBeLyT5GpTql4rRB6H65zEiKPV3WRkiIiIiInI0tvApN1+D0qtX1e2wsNwpr/oAMpTSdzlSSkRERERkCQallFsgQWlkZN5zSkMpfTe/LfNDRERERORQDEopt0CDUr1QnlNKRERERESWYFBKufkalF65om67W6vVyuq7RrvjDmteh4iIiIiogGNQSrlxpBTwsxgWEREREREFhkEp5eZrgOekkVKjg9KiRYHnnjP2OYmIiIiIKBcGpZQ3J42UeloShnNKiYiIiIhCEoNSys3X9N3MTHXb3ShoKFffJSIiIiIiSzAopdx8DUqzstRtdwGnleuUEhERERFRSGJQSrkZFZSG+kipp/dNRERERESGYVBKuRmVvhvK1XeJiIiIiMgSDEopN7NGSkOp+i4REREREVmCQSnlZtacUjNHSomIiIiIKCQxKKXcXC5tQCkGnyJW3yUiIiIioiAxKCX3xABSDD5FYrDqy5xSI9J3uU4pEREREVG+wqCU3BMDSE9Bqb8jpZxTSkREREREOgxKyT0xgPSUvpvXSGlkpPYy03eJiIiIiEiHQSm558tI6eXL6rY+AAWAcuW0l40ISo14DiIiIiIicgwGpeSeL0FpcrK6HR+f+/ZKlbSXPc0H9YcvS88YxVPVYSIiIiIiMgyDUnLPl0JHFy+q28WK5b69TBmgf395++abgfLljd0vhRHBLhERERER2cKAyjOUL/kyUpqSom4XLer+PjNmAPv2ATVrGrNfVo6UEhERERGR6RiUknu+FDoSR0o9BaUuF1CrlnH7xZFSIiIiIqJ8ha15cs/fkdK4OHP3R2HlSKkRS9gQEREREZFXDErJPV+CUl9GSo1m5UjpY4+pr3f77ea8BhERERFRAcehIHLPqDmlRrMyKC1XDli1Cli/Hrj/fnNeg4iIiIiogGNQSu75Un33wgV1286g1MxCR61ayf+IiIiIiMgUTN8l9/IaKb16FTh7Vr1cpoz5+wSw0BERERERUT7D1jy5l1f13ZMntZeNWIPUF1wShoiIiIgoX2FQSu7lNVIqzieNigIiI83fJ4AjpURERERE+Qxb8+ReXkFpWpq6HR1t/v4oOFJKRERERJSvMCgl9/IqdCReFxFh/v4oOFJKRERERJSvsDVP7uU1Uipe5y5QNEshNwWjOVJKRERERBSyGJSSe3kFpWLxI3eBolk4UkpERERElK+wNe+DtLQ0vPLKK6hduzaioqJQvnx5DB06FEePHrV718yTV/Vd8TorR0o5p5SIiIiIKF9hUJqHK1euoEuXLhg7diwuXbqEPn36oFKlSpg6dSqaNm2KAwcO2L2L5vBnpNTKoLRYsdzXcaSUiIiIiChksTWfh3HjxmHNmjVo06YN9uzZg59++glr167F+PHjcfr0aQwdOtTuXTRHXkHp5cvqtpWFjpo1AxIStNdZmT5MRERERESGYlDqRXp6Oj766CMAwMcff4zY2Nic20aNGoVGjRphxYoV+Oeff+zaRfPkVX139251u3p18/dHEREBdO6svS4+3rrXJyIiIiIiQzEo9WLVqlW4cOECatSogaZNm+a6vX///gCA3377zepdM584+pmenvv2Y8fU7WrVzN8fUZky2svuUnqJiIiIiCgkMCj1YsuWLQCAZs2aub1duX7r1q2W7ZNlYmLU7VOnct+ekaFuFy5s/v6ISpbUXuZIKRERERFRyOJkPC8OHz4MAKhYsaLb25Xrk5KSLNsny9SsqW5/+ikQF6dN6f3kE3W7dGnr9gvIHZQWLWrt6xMRERERkWEYlHpx6dIlAECRIkXc3h5zbTQxJSXFp+dr0KCB2+v379+PGjVqBLCHJho4EHj6afXyO+94vq+HoN005ctrL0dGWvv6RERERERkGKbvknvlygFNmvh231tuMXVX3L6eWFypRQtrX5+IiIiIiAzDkVIvlGq7l8XlTwSpqakAgKI+po/u2LHD7fWeRlBtt2wZ8Pzz2jVJRRcuAEOHWj+nMzISWLECmDgRqFIFGDbM2tcnIiIiIiLDMCj1onLlygCAI0eOuL1dub5KlSqW7ZOl4uOByZPt3gv3KlYE3n3X7r0gIiIiIqIgMX3Xi8aNGwMANm7c6PZ25fpGjRpZtk9ERERERET5CYNSL9q1a4dixYph//792Lx5c67bZ82aBQC49dZbLd4zIiIiIiKi/IFBqReFCxfGY489BgB49NFHc+aQAsD777+PrVu3omPHjmjevLldu0hERERERBTSOKc0Dy+99BIWL16Mv//+G7Vq1UL79u2RlJSEtWvXolSpUpgyZYrdu0hERERERBSyOFKah6ioKCxbtgwvv/wyihQpgjlz5iApKQmDBw/Gxo0bUV1cmoSIiIiIiIj84pIkSbJ7Jwo6ZUkYT0vGEBERERER2c2suIVBqQMULVoUGRkZqFGjht27QkRERERE5Nb+/fsRERGBlJQUQ5+X6bsOEBMTg4iICLt3gwT79+/H/v377d4NIqICjcdiIiJ76Y/DERERiImJMfx1OFJK5AZTqomI7MdjMRGRvaw6DnOklIiIiIiIiGzDoJSIiIiIiIhsw6CUiIiIiIiIbMOglIiIiIiIiGzDoJSIiIiIiIhsw+q7REREREREZBuOlBIREREREZFtGJQSERERERGRbRiUEhERERERkW0YlBIREREREZFtGJQSERERERGRbRiUEhERERERkW0YlBIREREREZFtGJQSERERERGRbRiUEhERERERkW0YlBIREREREZFtGJQSERERERGRbQrZvQNEREREotTUVKSkpAAAihYtipiYGJv3iIiIzMSglMiNdevWYcGCBTh+/DhiYmLQrFkz3H777YiKirJ714iI8p2LFy/iq6++wm+//YatW7fi/PnzmtuLFy+ORo0aoXfv3hg6dCji4uJs2lMiooLHinaxS5IkybBnIwoRL7zwApo3b45+/fpprk9NTcX999+POXPmAACUn4fL5UK5cuUwa9YstG7d2urdJSLKt+bOnYshQ4YgOTk555gbHx+fMzqampqK5ORkAPKxuHjx4pg6dSpuvfVWu3aZiChfcUK7mEEpFUhhYWEYPHgwpkyZorl+wIABmD17NkqUKIEhQ4agVq1aOH/+PH7++WesW7cOCQkJ2LZtG8qVK2fTnhMR5R+rV69Ghw4dEB4ejhEjRqB///5o1qwZihQpornf5cuXsXHjRsycOROff/45srKysHLlSrRq1cqmPSciyj+c0C5mUEoFkrsf38aNG9GiRQtUrFgR69atQ9myZTWPGTFiBD7//HOMGTMGb7/9ttW7TESU7/Tq1QuLFy9GYmKizwHm6tWr0bFjR9x4442YN2+eyXtIRJT/OaFdzOq7RNfMnz8fLpcL77zzTq4fHgCMHz8eJUqUwPz5823YOyKi/GfNmjXo2rWrXyOebdq0Qffu3bF69WoT94yIqGCzul3MoJTomiNHjgAAOnTo4PZ2ZWL3wYMHrdwtIqJ8Kz09PaBCGYULF0Z6eroJe0RERID17WIGpUTXKA2j4sWLe7xPqVKlkJWVZdUuERHla/Xq1cOff/6JAwcO+PyYffv2YdGiRahXr56Je0ZEVLBZ3S7mkjBUYO3btw/Tp0/PuXzu3DkAQFJSEurWrev2McePH0fJkiUt2T8iovzukUcewdChQ9G6dWu8/PLL6NevH8qXL+/2vsePH8fMmTMxbtw4pKWl4bHHHrN4b4mI8i+728UsdEQFUlhYGFwul+Y6SZLgcrnw3nvvYeTIkbkec+nSJZQvXx4tWrTA0qVLrdpVIqJ87amnnsKHH36Yc0wuVaoUKlasmFOB9/Llyzhy5AhOnz4NQD5WP/XUU3j//fdt22ciovzECe1ijpRSgfTqq696vK106dJur58+fTouXbrEdUqJiAz0wQcf4JZbbsH777+PZcuW4dSpUzh16lSu+0VGRqJLly4YNWoUunbtasOeEhHlT05oF3OklMhHZ86cQWpqKkqUKIHY2Fi7d4eIKN+5cuUKdu/ejcOHD+PSpUsAgNjYWFSuXBl16tQJqCgSEREZz+h2MYNSIiIiIiIisg2r7xJ5cerUKRw+fNju3SAiIiIiyrc4UkrkRefOnbFy5UpkZmbavStERAXO1atXsXbtWhw/fjxnTTxP1XmJiMgcVhyLWeiIKA/styEiMseff/6JChUqoEGDBrlumzRpEl577TUkJydrru/Tpw8+//xzLs9FRGQQJxyLOVJKBVLt2rV9ut/Ro0dx5coV1KhRI+c6l8uF3bt3m7VrREQFRlhYGIYMGYKvvvpKc/24cePw6quvQpIktGjRArVq1cL58+excuVKpKamomHDhli3bh0iIyNt2nMiovzDCcdijpRSgbRv3z64XC6fR0H37duXs61fx4mIiAKnPw7/999/GDt2LKKjo/HLL7+ge/fuObedPn0affv2xerVq/Hpp5/iySeftHp3iYjyJbuPxSx0RAVSyZIl4XK58NBDD2Hv3r04ePCg23+tWrWCy+XSXHfgwAG7d5+IKN+aM2cOMjIy8NJLL2kaQQBQqlQpfPvtt4iMjMSMGTNs2kMiovzP6mMxR0qpQNq1axdGjRqFzz77DKtWrcKnn36Ktm3b5rqfsiZelSpVrN5FIqICac+ePXC5XOjfv7/b26tWrYrmzZtjx44dFu8ZEVHBYfWxmCOlVCAlJCRg2rRpWLRoES5fvowOHTpg+PDhOH/+vN27RkRUoGVnZwMAKlWq5PE+VapUQWpqqlW7RERU4Fh9LGZQSgVa165dsX37dowePRrTpk1D3bp18c0339i9W0REBcalS5dw+PDhnH8lSpQAABw/ftzjY5KTk1G8eHGrdpGIKN+z+1jM6rtE12zduhXDhg3DP//8g06dOmHy5Ml46KGHkJiYiKysLLt3j4go3wkLC/NYPO6bb77B3Xffnev67OxsVKxYERUqVMD69evN3kUionzPCcdizikluqZRo0ZYu3YtPvzwQ7z88sto3LgxihQpYvduERHlWx06dPDYENqzZ4/b63/77TecOHECt99+u5m7RkRUYDjhWMyRUiI3Dh8+jEcffRS///47XC4XR0qJiBxi9erV2LNnD1q1aoW6devavTtERAWS0cdiBqVERERERERkGxY6IiIiIiIiItswKCUiIiIiIiLbsNAR0TVDhw4FAJQrVw5vvvlmrttffPFFHD9+HC6XC1999ZXVu0dEVCDwWExEZD+rj8WcU0p0TViYnDhQt25d7Ny5M9ft9erVw+7du1n4iIjIRDwWExHZz+pjMUdKia559dVXAQAlS5Z0e/tjjz2GM2fOWLlLREQFDo/FRET2s/pYzJFSIiIiIiIisg0LHREREREREZFtGJQSERERERGRbRiUEnkxcOBA1KhRw+7dICIq0HgsJiKyn5nHYgalRF6cOHEChw4dsns3iIgKNB6LiYjsZ+axmNV3qUAaPny4T/fbvXt3rvu7XC589tlnpuwXEVFBwmMxEZH9nHAsZvVdKpDCwsLgcrngy9dffz+ujUdEZAwei4mI7OeEYzFHSqnAcrlcGDZsGNq2bevxPm+99Rb27NmDqVOnWrhnREQFB4/FRET2s/tYzJFSKpASExMxfPhw7Nu3D8OGDcNbb72F+Pj4XPfr3LkzEhMT2RtPRGQCHouJiOznhGMxCx1RgdShQwds3boVzz//PKZNm4a6devi+++/t3u3iIgKFB6LiYjs54RjMYNSKrAKFy6MsWPH4p9//kGNGjVw3333oXv37ti3b5/du0ZEVGDwWExEZD+7j8UMSqnAa9CgAVatWoVJkyZh/fr1aNiwId544w1kZGTYvWtERAUGj8VERPaz61jMOaVEgmPHjuHRRx/Fr7/+itq1ayM9PR1JSUmcx0REZCEei4mI7GflsZhBKZEbP//8M5544gkcO3aMyw4QEdmEx2IiIvtZcSxmUErkQUpKCjZu3AgA6Nixo817Q0RUMPFYTERkP7OPxQxKiYiIiIiIyDYsdERERERERES2KWT3DhA5TUpKCj755BMsXLgQx48fR0xMDJo3b44RI0agadOmdu8eEVGBwGMxEZH9rDoWM32XCqS2bduiV69eePHFFzXX79u3DzfddBMOHToE/U8jLCwMkyZNwsMPP2zlrhIR5Vs8FhMR2c8Jx2Km71KBtGbNGuzfv19znSRJ6NevHw4ePIgbbrgB8+bNw+7du7FmzRqMHj0aYWFheOKJJ/DPP//YtNdERPkLj8VERPZzwrGY6btE1yxYsADbtm1DmzZtsHz5crhcrpzbWrZsiRo1auDhhx/GpEmTMG3aNPt2lIgoH+OxmIjIflYfizlSSnTNX3/9BZfLhTfffFPzw1M89NBDqFatGhITE23YOyKigoHHYiIi+1l9LGZQSnTNmTNnAABNmjTxeJ+GDRvi+PHjFu0REVHBw2MxEZH9rD4WMygluqZEiRJ53icqKgoREREW7A0RUcHEYzERkf2sPhZzTikVWH/99ReGDh2ac3nv3r05/19//fVuH3Pw4EGULl3akv0jIioIeCwmIrKf3cdiBqVUYO3btw/79u3Ldf3s2bPd/viOHDmCjRs3omfPnlbsHhFRgcBjMRGR/ew+FjMopQJp2bJlHm8rVqyY2+tnz56NihUr4sYbbzRrt4iIChQei4mI7OeEY7FL0q+ESkRERERERGQRFjoiIiIiIiIi2zAoJSIiIiIiIttwTinRNYcPHwYAREREoFy5crluP378ODIyMgAAlStXtnTfiIgKCh6LiYjsZ/WxmHNKia4JDw8HANStWxc7duzIdXu9evWwZ88euFwuZGZmWr17REQFAo/FRET2s/pYzJFSomuU/pns7GyPtyv/iIjIHDwWExHZz+pjMUdKiYiIiIiIyDYsdERERERERES2YVBKREREREREtmFQSkRERERERLZhoSMq0LKysvD333/j2LFjKFu2LNq2bYuIiAiP9//777+xb98+3H///RbuJRFR/sZjMRGR/ew8FrPQERVYf//9N+65556cdZgAoFSpUhg7diwefPBBt48ZMmQIpk+fjqysLKt2k4goX+OxmIjIfnYfi5m+SwXSoUOHcPPNNyMpKQlxcXFo0aIFSpUqhVOnTmHEiBHo378/rl69avduEhHlazwWExHZzwnHYgalVCC9/fbbSElJwZAhQ3D8+HGsXbsWx48fxzfffIMSJUrgl19+wU033YSLFy/avatERPkWj8VERPZzwrGYQSkVSIsWLULFihXx6aefIioqCgDgcrlwzz334J9//kGzZs2QmJiILl264MyZMzbvLRFR/sRjMRGR/ZxwLGZQSgXSkSNH0LJlS7eTtytVqoQVK1agR48e2LhxIzp06ICjR4/asJdERPkbj8VERPZzwrGYQSkVSIULF/Y6KbtIkSKYO3cu7rrrLuzatQvt27fH/v37LdxDIqL8j8diIiL7OeFYzCVhqECqXbs21q1b5/U+hQoVwnfffYfixYtj8uTJ6NChA6pWrWrNDhIRFQA8FhMR2c8Jx2KOlFKB1KVLF5w4cQIrVqzwej+Xy4WPP/4YL7zwAo4fP441a9ZYtIdERPkfj8VERPZzwrGYQSkVSL1794YkSfjf//7n0/3HjRuH8ePHm7xXREQFC4/FRET2c8Kx2CVJkmToMxKFAEmScODAAbhcLlSvXt3nx23ZsgXJycno2LGjiXtHRFQw8FhMRGQ/JxyLGZQSERERERGRbZi+S+SH+fPnY/r06XbvBhFRgcZjMRGR/Yw8FnOklMgPbdq0wbp167yWzSYiInPxWExEZD8jj8UcKSUiIiIiIiLbMCglIiIiIiIi2xSyeweI7BAeHh7Q4yRJgsvlMnhviIgKJh6LiYjs54RjMYNSKpCUqdSRkZF+PS49Pd2M3SEiKpB4LCYisp8TjsVM36UCqUKFCnC5XEhKSkJaWprP/1q2bGn3rhMR5Rs8FhMR2c8Jx2IGpVQgKT+iDRs22LwnREQFF4/FRET2c8KxmEEpFUgtW7aEJElYt26dX4/jCkpERMbhsZiIyH5OOBZzTikVSN27d8eaNWsQExPj1+NeeeUVnD592qS9IiIqWHgsJiKynxOOxS6J3Y1ERERERERkE6bvEhERERERkW0YlBIREREREZFtGJQSERERERGRbRiUEhERERERkW0YlBIREREREZFtGJQSERERERGRbRiUEhGRbVwul1//qlatCgDo1KkTXC4XDh06ZOv+k++qVq3q9+cNAIMHD4bL5cLy5cvtfQNERGSaQnbvABERFVyDBg3Kdd1ff/2F/fv3o3HjxmjSpInmtpIlS1q0Z9ZwuVyoUqVKgQiu+/fvjzNnzmiu27x5M7Zs2YIaNWrghhtusGnPiIjIbi5JkiS7d4KIiEgxePBgfP3113j11Vfx2muvub3P4cOHcfnyZdSoUQMRERHW7qCBClJQ6s5rr72G119/HYMGDcK0adPc3uf48eO4cOECKleujCJFili7g0REZAmOlBIRUcipXLmy3btAFilXrhzKlStn924QEZGJOKeUiIhCjqc5pcq808zMTIwdOxY1a9ZEdHQ06tWrh6lTp+bcb+nSpejcuTPi4uJQvHhx3H///Th79qzb18rMzMTkyZPRpk0bxMXFITo6Gk2aNMEHH3yAzMzMXPc/ffo0nnvuOdSvXx+xsbEoVqwYateujfvvvx/r1q0DAEybNi1nzmRSUpJmHmWnTp1ynmvz5s145pln0Lx5c5QqVQqRkZGoXr06HnnkERw7dizXax86dCjnOVJTUzFq1ChUqlQJ0dHRaNasGX777bec+86cOROtWrVCTEwMypQpgyeeeAJpaWm5nlOZCypJEiZOnIj69esjKioKFSpUwBNPPIHk5GSPn5MRPM0pVfYLAD7++GNcd911iI6ORrVq1fDOO+9ASQTbuHEjbr31ViQkJCA2NhZ9+vRBUlKS29eSJAk//PADunTpguLFiyMqKgr16tXDa6+9hsuXL5v6PomICjKOlBIRUb5zxx135ASeNWrUwIoVKzB06FAAQNGiRTFw4EC0bt0aN910E1avXo1vvvkGBw8eRGJiYk6gAwBpaWno1asXli1bhoSEBLRu3RpRUVFYu3YtRo4ciWXLluGXX35BWJjcx5uSkoJWrVrh4MGDqFSpErp3745ChQrh8OHD+PHHH1G9enW0bNkSNWvWxKBBg/D1118jJiYG/fv3z3nNunXr5my/9dZbmD17Nho1apQz53Lz5s2YPHky5syZgw0bNqB8+fK53n96ejq6du2KgwcPokOHDjhz5gwSExPRt29fLFiwANu2bcMzzzyDjh074qabbkJiYiImTZqEs2fP4rvvvnP7N3388cfx+eefo1OnTmjYsCFWrFiBSZMmYcWKFVi5ciXi4uKC/+ACMHLkSHz22Wfo3LkzqlWrhhUrVuDZZ59FamoqbrzxRtx4442oW7cuunfvjo0bN2Lu3LnYsWMHtm3bhujo6Jznyc7Oxr333osffvgBsbGxaNGiBYoXL44NGzbg9ddfx/z587F8+XLNY4iIyCASERGRgwwaNEgCIL366qse79OxY0cJgHTw4EHN9QAkANJ1110nnTp1Kuf6pUuXSgCkcuXKSSVKlJDmzZuXc9uFCxekBg0aSACkpUuXap7vkUcekQBId955p5ScnJxz/cWLF6WePXtKAKTJkyfnXD9lyhQJgNS7d28pKytL81ynTp2Stm3blmt/q1Sp4vF9Ll26VDpx4oTmuqysLOn111+XAEhDhgzR3Hbw4MGcv0GXLl2kS5cu5dw2depUCYBUs2ZNqXjx4tL69etzbjt69KhUunRpCYC0f/9+zXNWqVJFAiDFxcVJGzZsyLk+JSVF6tKliwRAevLJJz2+B29effVVCYA0aNAgj/dRvg/Lli1zu1/ly5eX9u3bl3P9v//+K0VGRkpFihSRqlatqvl8rl69mrPPU6ZM0TzfO++8IwGQOnXqJB0/flzzmAceeEACID377LMBvU8iIvKO6btERJTvfPDBByhVqlTO5c6dO6Np06Y4fvw4br75ZvTq1Svntri4OAwfPhwAsGLFipzrT506hS+++AKVKlXC1KlTUaxYsZzbihYtiq+++gqFCxfG5MmTc64/ffo0AKBLly45o6eKUqVK4brrrvPrfXTu3BllypTRXBcWFoZXXnkFFSpUwNy5c90+LiwsDJMnT0ZMTEzOdffffz9KliyJffv24dFHH0WLFi1ybitfvjzuueceAEBiYqLb53zsscfQvHnznMuxsbGYNGkSXC4XvvrqK1y5csWv92aUN954AzVq1Mi5XLduXfTs2ROXL19GxYoVMWLEiJzbChcujCeffBKA9rPOzMzEO++8g5iYGPz4448oW7as5jGTJk1C2bJl8fnnnyM7O9uCd0VEVLAwfZeIiPKViIgIzbxMRfXq1bFp0ybceOONbm8D5EqviuXLlyMjIwM9evRwm7JZtmxZ1KpVC9u2bUNaWhqio6NzgrZ3330XZcqUQa9evVC0aNGg3s/Zs2cxd+5cbN++HcnJycjKygIAZGRk4OzZszh37hwSEhI0j6latSpq166tuS4sLAxVqlTBmTNnfP4biO66665c19WvXx+NGzfG5s2bsWnTJrRp0yag9xgMb+/F1/e5ceNGnDlzBt27d8/VCQAg57P9/fffsXfvXtSpU8eo3SciIjAoJSKifKZs2bIIDw/PdX1sbCwAoEKFCh5vu3r1as51ShGlL774Al988YXX1zx37hwqVKiArl27YuTIkfjggw8wcOBAFCpUCM2aNUP37t0xdOjQnIDIVz/88AOGDx+OS5cuebxPSkpKrqDU3XsE/P8biKpUqeL2+qpVq2Lz5s1uCy9Zwdt78fezXrRokWZOsTtnzpxhUEpEZDAGpURElK/o02b9vV2hpGk2adIEjRs39nrfyMjInO33338fDz30EH799VcsXrwYq1atwrp16/DOO+/ghx9+QL9+/Xx6/aSkJAwePBiAnI7cq1cvVKhQIWfUtm3btli9enVOlVmRUX+DUODtvfj7WdesWRPt2rXzet8SJUr4vnNEROQTBqVERERuVKxYEQBwww03YNKkSX49tk6dOnjmmWfwzDPP4MqVK/joo48wZswYPPzwwz4HpX/88QfS09MxevTonHmQogMHDvi1T8FKSkpCw4YN3V4PwG0V4FChfNZ169bFtGnT7N0ZIqICKP90lRIRERmoc+fOCA8Px7x585CRkRHw80RFRWH06NEoV64cTp8+jVOnTuXcFhER4XatUwA4f/48ADVgEiUmJuLkyZMB71MgZsyYkeu6Xbt2YfPmzYiNjUWTJk0s3R8jXX/99ShWrBhWrFiBc+fO2b07REQFDoNSIiIiNypUqIChQ4fi0KFDGDhwoNsgcN++fZg9e3bO5Tlz5mDNmjW57vfPP//g5MmTiI2NRXx8fM715cuXx8mTJ5GcnJzrMUqhom+//Rapqak51x89elRTUdYqkyZNwqZNm3IuX758GY8//jgkScKQIUNCev3OyMhIPPPMM0hJScHtt9/udhT66NGj+Oabb2zYOyKi/I/pu0RERB5MnDgRhw4dwuzZs7FgwQI0adIElStXRmpqKnbu3Il9+/ahT58+OSm5y5cvx8SJE1GhQgU0bdoUcXFxOHbsGFauXIns7Gy8/vrrKFy4cM7z9+7dG5MmTUKzZs3Qtm1bREVFoU6dOhgzZgx69+6NBg0aYMOGDTlzHa9cuYJly5ahSZMmaNu2Lf7++2/L/hb33nsvWrVqhS5duqBYsWJITEzEiRMn0KBBA4wdO9ay/TDLc889h127duGbb75BvXr10LRpU1SrVg3p6enYvXs3du7ciUaNGuG+++6ze1eJiPIdBqVEREQeREdHY/78+fjuu+/w9ddfY/PmzVi3bh1KlSqFKlWq4L777tMslTJ48GAUKlQIiYmJWLduHS5cuICyZcuiZ8+eePLJJ9G1a1fN8//vf/+DJEn49ddf8dNPPyEzMxMdO3bEmDFjULhwYaxcuRIvvvgi5s+fj3nz5qFChQp4/PHH8corr6Bnz56W/i0+/PBDVKtWDV9++SUOHjyIhIQEPProoxg7dqxmDddQFRYWhunTp6N///74/PPPsX79emzcuBHFixdHpUqVMGbMGNx555127yYRUb7kktyV7SMiIiKCvORLUlKS2yq/RERERuCcUiIiIiIiIrINg1IiIiIiIiKyDYNSIiIiIiIisg3nlBIREREREZFtOFJKREREREREtmFQSkRERERERLZhUEpERERERES2YVBKREREREREtmFQSkRERERERLZhUEpERERERES2YVBKREREREREtmFQSkRERERERLZhUEpERERERES2YVBKREREREREtmFQSkRERERERLZhUEpERERERES2YVBKREREREREtmFQSkRERERERLb5f3fACj4zgIwpAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg[1000:])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 484
        },
        "id": "jBn1sEoOz3UW",
        "outputId": "5b8a46d1-181a-4928-bee8-1d1112973ae5"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg[1000:1100])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 520
        },
        "id": "spEb7z290K13",
        "outputId": "865a1620-f226-432e-f627-4f2e8625c1b8"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "nRowsRead = 2000 # specify 'None' if want to read whole file\n",
        "# gamer1-ppg-2000-01-02.csv has 3,177,175 rows (approx 12hrs) in reality,\n",
        "# but we are only loading/previewing the first 2000 rows\n",
        "ppg2 = pd.read_csv('./input/' + gamerID + '-ppg-2000-01-02.csv', delimiter=',', nrows = nRowsRead)\n",
        "ppg2.dataframeName = gamerID + '-ppg-2000-01-02.csv'\n",
        "ppg2['timestamp'] = pd.to_datetime(ppg2['Time'])\n",
        "ppg2.head(20)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 676
        },
        "id": "tHZ48OKs0cz9",
        "outputId": "02804c04-6c0d-4420-baac-e97d55544d4f"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "               Time  Red_Signal                  timestamp\n",
              "0   00:06:19.449082         671 2024-02-02 00:06:19.449082\n",
              "1   00:06:19.449082         537 2024-02-02 00:06:19.449082\n",
              "2   00:06:19.449082         430 2024-02-02 00:06:19.449082\n",
              "3   00:06:19.450071         334 2024-02-02 00:06:19.450071\n",
              "4   00:06:19.450071         256 2024-02-02 00:06:19.450071\n",
              "5   00:06:19.450071         196 2024-02-02 00:06:19.450071\n",
              "6   00:06:19.450071         151 2024-02-02 00:06:19.450071\n",
              "7   00:06:19.450071         115 2024-02-02 00:06:19.450071\n",
              "8   00:06:19.451073          89 2024-02-02 00:06:19.451073\n",
              "9   00:06:19.451073          68 2024-02-02 00:06:19.451073\n",
              "10  00:06:19.451073          52 2024-02-02 00:06:19.451073\n",
              "11  00:06:19.451073          40 2024-02-02 00:06:19.451073\n",
              "12  00:06:19.451073          31 2024-02-02 00:06:19.451073\n",
              "13  00:06:19.451073          24 2024-02-02 00:06:19.451073\n",
              "14  00:06:19.452076          18 2024-02-02 00:06:19.452076\n",
              "15  00:06:19.452076          14 2024-02-02 00:06:19.452076\n",
              "16  00:06:19.452076          11 2024-02-02 00:06:19.452076\n",
              "17  00:06:19.452076           8 2024-02-02 00:06:19.452076\n",
              "18  00:06:19.452076           6 2024-02-02 00:06:19.452076\n",
              "19  00:06:19.461109           5 2024-02-02 00:06:19.461109"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-19858353-80f3-46d8-a17e-4a6187748bc5\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Time</th>\n",
              "      <th>Red_Signal</th>\n",
              "      <th>timestamp</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>00:06:19.449082</td>\n",
              "      <td>671</td>\n",
              "      <td>2024-02-02 00:06:19.449082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>00:06:19.449082</td>\n",
              "      <td>537</td>\n",
              "      <td>2024-02-02 00:06:19.449082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>00:06:19.449082</td>\n",
              "      <td>430</td>\n",
              "      <td>2024-02-02 00:06:19.449082</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>334</td>\n",
              "      <td>2024-02-02 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>256</td>\n",
              "      <td>2024-02-02 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>196</td>\n",
              "      <td>2024-02-02 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>151</td>\n",
              "      <td>2024-02-02 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>00:06:19.450071</td>\n",
              "      <td>115</td>\n",
              "      <td>2024-02-02 00:06:19.450071</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>89</td>\n",
              "      <td>2024-02-02 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>68</td>\n",
              "      <td>2024-02-02 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>52</td>\n",
              "      <td>2024-02-02 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>40</td>\n",
              "      <td>2024-02-02 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>31</td>\n",
              "      <td>2024-02-02 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>00:06:19.451073</td>\n",
              "      <td>24</td>\n",
              "      <td>2024-02-02 00:06:19.451073</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>18</td>\n",
              "      <td>2024-02-02 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>14</td>\n",
              "      <td>2024-02-02 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>11</td>\n",
              "      <td>2024-02-02 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>8</td>\n",
              "      <td>2024-02-02 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>00:06:19.452076</td>\n",
              "      <td>6</td>\n",
              "      <td>2024-02-02 00:06:19.452076</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>00:06:19.461109</td>\n",
              "      <td>5</td>\n",
              "      <td>2024-02-02 00:06:19.461109</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-19858353-80f3-46d8-a17e-4a6187748bc5')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-19858353-80f3-46d8-a17e-4a6187748bc5 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-19858353-80f3-46d8-a17e-4a6187748bc5');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-dd73dea8-f95b-4aee-975c-417430a172b3\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-dd73dea8-f95b-4aee-975c-417430a172b3')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-dd73dea8-f95b-4aee-975c-417430a172b3 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg2)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 484
        },
        "id": "1wXoKxNd0meA",
        "outputId": "a3e28bbb-ea94-4e5d-dc65-c831dfdc1493"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "compare_t_axes(ppg2[1000:1200])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 520
        },
        "id": "BHWBBm-60p_P",
        "outputId": "d4eb9557-a051-4c60-81ee-db7012e448be"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1050x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg2[1000:1200]"
      ],
      "metadata": {
        "id": "EnsJR0JO0tuL",
        "outputId": "056912d1-6c76-4994-e781-df238f0e876a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        }
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                 Time  Red_Signal                  timestamp\n",
              "1000  00:06:20.346724         691 2024-02-02 00:06:20.346724\n",
              "1001  00:06:20.351724         681 2024-02-02 00:06:20.351724\n",
              "1002  00:06:20.362999         672 2024-02-02 00:06:20.362999\n",
              "1003  00:06:20.362999         664 2024-02-02 00:06:20.362999\n",
              "1004  00:06:20.378983         658 2024-02-02 00:06:20.378983\n",
              "...               ...         ...                        ...\n",
              "1195  00:06:22.298499         756 2024-02-02 00:06:22.298499\n",
              "1196  00:06:22.299504         758 2024-02-02 00:06:22.299504\n",
              "1197  00:06:22.314540         760 2024-02-02 00:06:22.314540\n",
              "1198  00:06:22.330587         761 2024-02-02 00:06:22.330587\n",
              "1199  00:06:22.331584         759 2024-02-02 00:06:22.331584\n",
              "\n",
              "[200 rows x 3 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-28decdf2-7061-48c7-9bd7-3091b9a06594\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Time</th>\n",
              "      <th>Red_Signal</th>\n",
              "      <th>timestamp</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1000</th>\n",
              "      <td>00:06:20.346724</td>\n",
              "      <td>691</td>\n",
              "      <td>2024-02-02 00:06:20.346724</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1001</th>\n",
              "      <td>00:06:20.351724</td>\n",
              "      <td>681</td>\n",
              "      <td>2024-02-02 00:06:20.351724</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1002</th>\n",
              "      <td>00:06:20.362999</td>\n",
              "      <td>672</td>\n",
              "      <td>2024-02-02 00:06:20.362999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1003</th>\n",
              "      <td>00:06:20.362999</td>\n",
              "      <td>664</td>\n",
              "      <td>2024-02-02 00:06:20.362999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1004</th>\n",
              "      <td>00:06:20.378983</td>\n",
              "      <td>658</td>\n",
              "      <td>2024-02-02 00:06:20.378983</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1195</th>\n",
              "      <td>00:06:22.298499</td>\n",
              "      <td>756</td>\n",
              "      <td>2024-02-02 00:06:22.298499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1196</th>\n",
              "      <td>00:06:22.299504</td>\n",
              "      <td>758</td>\n",
              "      <td>2024-02-02 00:06:22.299504</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1197</th>\n",
              "      <td>00:06:22.314540</td>\n",
              "      <td>760</td>\n",
              "      <td>2024-02-02 00:06:22.314540</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1198</th>\n",
              "      <td>00:06:22.330587</td>\n",
              "      <td>761</td>\n",
              "      <td>2024-02-02 00:06:22.330587</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1199</th>\n",
              "      <td>00:06:22.331584</td>\n",
              "      <td>759</td>\n",
              "      <td>2024-02-02 00:06:22.331584</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>200 rows × 3 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-28decdf2-7061-48c7-9bd7-3091b9a06594')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-28decdf2-7061-48c7-9bd7-3091b9a06594 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-28decdf2-7061-48c7-9bd7-3091b9a06594');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-5db48528-724c-4b76-819a-e5fdcef6b038\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5db48528-724c-4b76-819a-e5fdcef6b038')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-5db48528-724c-4b76-819a-e5fdcef6b038 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg3 = ppg2[1000:1200]"
      ],
      "metadata": {
        "id": "R1ekrbzK0CYi"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ppg3['Red_Signal'].diff()"
      ],
      "metadata": {
        "id": "mU_ibDbI0QRY",
        "outputId": "5f7315ca-d074-4d7d-fd6d-cd5ddb06ee1c",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1000     NaN\n",
              "1001   -10.0\n",
              "1002    -9.0\n",
              "1003    -8.0\n",
              "1004    -6.0\n",
              "        ... \n",
              "1195     3.0\n",
              "1196     2.0\n",
              "1197     2.0\n",
              "1198     1.0\n",
              "1199    -2.0\n",
              "Name: Red_Signal, Length: 200, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg3['Red_Signal'].plot()"
      ],
      "metadata": {
        "id": "mx9AJoDg1kK_",
        "outputId": "e2f3eb3b-57dd-4358-bb71-c60882397ff1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        }
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 32
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg3['Red_Signal'].diff().plot()\n",
        "plt.axhline(y=0)\n",
        "# ppg3['Red_Signal'].plot()"
      ],
      "metadata": {
        "id": "laNKrK2q0WPs",
        "outputId": "f610eef9-a6fd-4d30-9051-22ff39c8b26b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        }
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.lines.Line2D at 0x7ff51ff95600>"
            ]
          },
          "metadata": {},
          "execution_count": 31
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y = ppg3['Red_Signal'].diff().values"
      ],
      "metadata": {
        "id": "u74sJVTM0poe"
      },
      "execution_count": 33,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "np.where((y[:-1]>=0) & (y[1:]<=0))"
      ],
      "metadata": {
        "id": "OslaC2Zt12Ce",
        "outputId": "0e990c73-85d7-4a34-9dea-1cbaf353cca9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([ 59, 126, 127, 198]),)"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg3['Red_Signal'].diff().plot()\n",
        "plt.axhline(y=0)\n",
        "peak = ppg3['Red_Signal'].diff().loc[[1059,1126,1127,1198]]\n",
        "plt.plot(peak.index,peak,'ro')\n"
      ],
      "metadata": {
        "id": "O9S30B0Y2T1a",
        "outputId": "c53e6656-31f1-4fe6-bd23-bf4e113c8803",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        }
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7ff51e63d660>]"
            ]
          },
          "metadata": {},
          "execution_count": 43
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppg3['Red_Signal'].plot()\n",
        "plt.axhline(y=0)\n",
        "peak = ppg3['Red_Signal'].loc[[1059,1126,1127,1198]]\n",
        "plt.plot(peak.index,peak,'ro')\n"
      ],
      "metadata": {
        "id": "VT2OYJsK3PMZ",
        "outputId": "03f25bd8-d18f-4fc3-df1d-7682b07a821f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 448
        }
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7ff51e600e20>]"
            ]
          },
          "metadata": {},
          "execution_count": 44
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "vY0Lvom25Amt"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}